{"as_of":"2026-08-06T17:20:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:3e9b95faf2f36393ed56ced143986a7671a8ed05e00c237509485f6a5a4f5dba","coverage":[{"denominator":119,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":100,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-25T01:42:23.586065Z","state":"measured"},{"denominator":100,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":100,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-06T06:34:29.942622+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/1907.03246/citation-record","integrity":"/paper/1907.03246/integrity","json":"/paper/1907.03246/citation-record.json","paper":"/paper/1907.03246"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Sustainability Assessment of Deep Ocean Resources","venue":null,"work_id":"8e598d23-9f35-4e2a-843e-5bffdad87586","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:4411d9a4eb672645f141cc32225fcb8a5b5af06ee9e177721b9ffbedea19bfc9","observation_id":"7dbbd71d-8621-4c69-8283-85c13a0fbd05","resolution":{"observed_at":"2026-05-25T01:45:12.315157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Computer Vision for Ocean Observing","venue":null,"work_id":"d40ca41f-874c-412e-b49d-9ae5c0fcae10","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:5f1ce839fec54a4dd7a7ec35250444523ec27c820fded055a7931171379823a2","observation_id":"00335387-34f9-4c5c-a86c-989197b86c26","resolution":{"observed_at":"2026-05-25T01:45:12.303303Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Object recognition for cell manufacturing system","venue":null,"work_id":"c7864da2-1356-467a-a2b0-40c4cf741650","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:c4c2b4a84e99927815b53e0df46581a74954836c243a834c699fe6ae5096b837","observation_id":"4bfebf45-7c98-49a2-9046-2f56bd4b6127","resolution":{"observed_at":"2026-05-25T01:45:12.349904Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"An automated fish species classification and migration monitoring system","venue":null,"work_id":"bf20d57f-05b4-42c7-b370-7e1ff2d6ecca","year":2003},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f325f4e1c6740b43e703b72ac805f6c475c1e8d9bd39c7be1e689770936e4f77","observation_id":"11046761-72bd-4fa2-a36b-467165151f7b","resolution":{"observed_at":"2026-05-25T01:45:12.291027Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Real -Time Vehicle Navigation Algorithm in Sensor Network Environments","venue":null,"work_id":"11dde47b-3e59-4126-8aec-889aeb31c3e6","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:9713ec3f38fb3bf8549e594e48f8e80ce0006d1a60394439af728e86aa137892","observation_id":"b19c5d3e-38f3-431d-a31c-d2a08451fa72","resolution":{"observed_at":"2026-05-25T01:45:12.293951Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Improving image quality in poor visibility conditions using a physical model for contrast degradation","venue":null,"work_id":"8706387e-1094-4f8c-acd6-a93302e62bfd","year":1998},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:784342829ff956af3126f5c3d451567303b3b6bffbc135e9392869fa261e2665","observation_id":"cf63db6f-c0ef-440c-a72c-e7e427a5ac92","resolution":{"observed_at":"2026-05-25T01:45:12.272121Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Image dehazing by artificial multiple-exposure image fusion","venue":null,"work_id":"89f3e183-4fea-4a3a-bddc-d6af5c875078","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:edff20fc3981c0fbd9b1618058542d2bef6f076637c31580683851a5dd69f30d","observation_id":"a1e9b034-424a-471f-b540-528b65a04cb5","resolution":{"observed_at":"2026-05-25T01:45:12.257398Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Shallow-Water Image Enhancement Using Relative Global Histogram Stretching Based on Adaptive Parameter Acquisition","venue":null,"work_id":"9f619b0a-a58e-4647-8bec-8ac90d19ead5","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:5dd926d3c2d66eccaa5334133c62f74a430fb13ffc98654a8e61bf0530c3ad89","observation_id":"de7df7ba-c7a0-4c5a-a5ff-461cb99ee25f","resolution":{"observed_at":"2026-05-25T01:45:12.260425Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Clear underwater vision","venue":null,"work_id":"6cf3bad3-29a6-4e39-b6c5-c8996d6bbb06","year":2004},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:1e9d88737c331d309b21d52b712b08c1f83c82a5004bc08b4e1463d618f93a6f","observation_id":"4bde99ec-ef42-497e-a310-4b40513782b7","resolution":{"observed_at":"2026-05-25T01:45:12.269470Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Computer Model For Underwater Camera Systems","venue":null,"work_id":"b5ccc632-6d99-45e3-bad5-a9efd3aa9ea6","year":1980},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:eb94019c754bce077b1ce1e6deef8770b6cf62beb0476b13ece33f175ce29ca0","observation_id":"cd43adf9-5611-4311-9a6e-b4f5244dabab","resolution":{"observed_at":"2026-05-25T01:45:12.274599Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Computer modeling and the design of optimal underwater imaging systems","venue":null,"work_id":"667bbf15-d031-44d6-bb9a-e58af3046b76","year":1990},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:6bb667c013b4e3411f7c093b6841726ed9a5d6177ae735f68af759f48640ea23","observation_id":"e06b99a3-ade0-41f8-909f-15e836cde0ba","resolution":{"observed_at":"2026-05-25T01:45:12.282970Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Recovery of underwater visibility and structure by polarization analysis","venue":null,"work_id":"84b8e1a9-734c-4424-89d1-9581a702dcc5","year":2005},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:ea7da483fd6df0c9f530a650fe5ac4a6d944b1ee5b877b5d77d5b9d9762a7de1","observation_id":"e4884932-932a-4d8e-bfa8-24cdee80cf87","resolution":{"observed_at":"2026-05-25T01:45:12.248203Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single Image Haze Removal Using Dark Channel Prior","venue":null,"work_id":"850f654a-554c-44ff-a78f-b4b80a96a297","year":2011},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:04db0815d23e81080ef5428712a6c2b12c1111650b5eb5a46fccf56f6c59c63b","observation_id":"5cdeb1ad-3b71-4d1b-862d-656b562999a2","resolution":{"observed_at":"2026-05-25T01:45:12.251613Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Removal of water scattering","venue":null,"work_id":"11a04cfd-0feb-41b5-a025-6d1ccd9b6eb0","year":2010},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:6275240786a35dbd47205331c0c586bb698e20680569cdaacb1e9b3443ae8274","observation_id":"36a2de01-83fd-412d-8bd1-81fcd794f2e1","resolution":{"observed_at":"2026-05-25T01:46:32.957724Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A simple and comprehensive model f or underwater image restoration","venue":null,"work_id":"9c3454cf-c5e5-4d87-9eb9-ab3a9cacc4b4","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f4f7a803ed6bc8596ea50ce2a7c453b08b119a519f77714eb54e357dabe46c23","observation_id":"9c572533-e757-4af8-8ca7-f33cdcbe1d4e","resolution":{"observed_at":"2026-05-25T01:46:32.946475Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater Image Enhancement by Wavelength Compensation and Dehazing","venue":null,"work_id":"8643d41c-953f-463e-9469-c6e9131baabe","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:95a93d8b819024a23e7f8a5487f4b5f0fa57c36b7475682084c891062a61fbd1","observation_id":"7f28077a-255a-4c2b-8095-613fb69f004d","resolution":{"observed_at":"2026-05-25T01:46:32.942826Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A research tool for long -term and continuous analysis of fish assemblage in coral-reefs using underwater camera footage","venue":null,"work_id":"8206753e-0094-411d-87d5-c71e2ab897d7","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:2ae921ebcb03a63b2d0c4041a04d3205bc8d6c08ddf76582d3c0b397ef7cdf62","observation_id":"fabbdad3-7a61-4af5-951a-712c75abf17d","resolution":{"observed_at":"2026-05-25T01:45:12.407005Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Visualization and Image Enhancement for Multistatic Underwater Laser Line Scan System Using Image-Based Rendering","venue":null,"work_id":"d3f8bcd0-5a9f-493b-bab5-a2deaad1194d","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:0b4a06a1a8702754bba90c608b62bc530d9aff08a7626307a699fda3ecae08db","observation_id":"1e8099b7-4fe9-4cd5-8ccb-beac6539d89d","resolution":{"observed_at":"2026-05-25T01:46:32.960236Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Triangular -range-intensity profile spatial -correlation method for 3D super -resolution range - gated imaging","venue":null,"work_id":"c67bcaea-cecd-441a-aaf6-b29a9ed9627f","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:73efa87cbcfa14905512c7279086925a62c8830af928d6e3604df3a254c3c68d","observation_id":"463eaecd-7d8b-4096-9065-bebb84264c38","resolution":{"observed_at":"2026-05-25T01:45:12.362273Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A unified framework for image performance enhancement of extended range laser seabed survey sensors","venue":null,"work_id":"da05c589-7529-4348-aea2-c2c29f9bd5fa","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7df79eb71d4c71a15d56dfdacbdcb987b71654294930706d6c1ca5934a312b6f","observation_id":"8af477e2-5ac4-4f7f-8c34-2ffd60c28c48","resolution":{"observed_at":"2026-05-25T01:45:12.384505Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A novel application of range-gated underwater laser imaging system (ULIS) in near-target turbid medium","venue":null,"work_id":"c4d03be0-00cf-47e9-8b37-35d20ae1b741","year":2005},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:c09fb3093537c6b9ff86c73b30825aaafefacf6f95f6579797d1bb9a5bc29e2f","observation_id":"fec6d06c-8ad5-47fd-b8a7-b29ef5aaa722","resolution":{"observed_at":"2026-05-25T01:45:12.412985Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Regularized Image Recovery in Scattering Media","venue":null,"work_id":"a9ab2c6a-a018-4216-aaf9-94b04814dc43","year":2007},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f59ff70210665ca4db2208cc9730918627706ab12d05f00be76be9b0176f739d","observation_id":"5ff8a2cd-371f-4c3c-b26a-dc33f200aceb","resolution":{"observed_at":"2026-05-25T01:46:32.998095Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Adaptive histogram equalization based fusion technique for hazy underwater image enhancement","venue":null,"work_id":"1c6b60dc-43d1-4b3d-b64f-a19a8a61242d","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:b9f782a6073c4d9578a375d303fb23901d0cb79cd05cf81b709830422612865d","observation_id":"a26d6384-3998-4cbc-9bb3-fdd1743c258c","resolution":{"observed_at":"2026-05-25T01:45:12.343936Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A semi-global color correction for underwater image restoration","venue":null,"work_id":"619f4d68-c014-4758-b0e4-4022bca0da64","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:d1eab02e2136ae3a108ba59948f5f092d682797cf7a13d3cd0a336b4b0e74661","observation_id":"db364021-1dd8-4b17-af92-1091fa003975","resolution":{"observed_at":"2026-05-25T01:45:12.229073Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancement of Underwater Images with Statistical Model of Background Light and Optimization of Transmission Map","venue":null,"work_id":"94614dff-50ef-4a4c-a5ae-e1e48900a31f","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:87a6bdd6b0245d6e6e1e3be9d9496fd1439961ed9f834b67191e1fcab008049e","observation_id":"c2ddab3b-a441-41f9-8dd3-3b7580c53a9d","resolution":{"observed_at":"2026-05-25T01:45:12.209701Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"An Advanced Visibility Restoration Technique for Underwater Images","venue":null,"work_id":"58604175-ff1a-4adb-aa5f-f06d8d6ad677","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:442d94fbd988f391faaa60841a55229aff9d21754fb12a4492d41418bdb418a2","observation_id":"b72c8244-ef68-4141-853b-33a9bcd8059d","resolution":{"observed_at":"2026-05-25T01:45:12.203884Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Improving color correction for underwater image surveys","venue":null,"work_id":"90979906-70d1-44a2-ab1a-350a14cc1df0","year":2011},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:376812c83da9b8793aed0a344c7c0d1b78fb6bf20e1811ffe8d41495ed0dbae4","observation_id":"61c46eb6-28df-4397-8a13-85f719bbfd54","resolution":{"observed_at":"2026-05-25T01:45:12.215117Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Survey on Underwater Image Enhancement Techniques","venue":null,"work_id":"78ae9704-eab9-416a-90cd-1551af8aa592","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:4608d08342c0a173744584419116b395c2b362651c7b557e657682086f9139b7","observation_id":"3d1527de-bbd9-47ed-a87a-ea63e72c9640","resolution":{"observed_at":"2026-05-25T01:45:12.240085Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater Optical Image Processing: a Comprehensive Review","venue":null,"work_id":"462cc4b0-9b3a-4afa-b15e-b6da8025a079","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:67fd1c5c0d3a4dd7883f3f1cf10c61c6dc9c09f57c2804288d9f994d97438fef","observation_id":"81f1e6e7-de7b-4bb4-8f6e-fc6c4067c189","resolution":{"observed_at":"2026-05-25T01:45:12.167036Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Review on Intelligence Dehazing and Color Restoration for Underwater Images","venue":null,"work_id":"bc8c7d01-2409-421a-9512-461c67093a91","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:07b12a8aec727253be73e58bc12b25dbc2d5c77c37ab1c74336a9fe4abf37479","observation_id":"f784096c-e645-414e-9131-4ae927226197","resolution":{"observed_at":"2026-05-25T01:45:12.185748Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Hue preserving- based approach for underwater colour image enhancement","venue":null,"work_id":"743ac89b-51b4-4b2b-9354-6fada2efb0ce","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:a3214cb54727ae1358e2e0cc41bd24c3cc560e1d25e81dbaf24d99661f810b91","observation_id":"63754db1-df41-4bbd-b686-0216f2206092","resolution":{"observed_at":"2026-05-25T01:45:12.189432Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Color balance and fusion for underwater image enhancement","venue":null,"work_id":"b9116d72-7781-4944-a2da-11547ccb6ab6","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:036d853c181268f26d06aeb0a67ba3a5f208496b3899e1ee73cd524ee7f47fbe","observation_id":"428e8f99-38e6-4d85-998c-80ff073f2147","resolution":{"observed_at":"2026-05-25T01:45:12.346766Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancing the low quality images using Unsupervised Colour Correcti on Method","venue":null,"work_id":"45f2e6d8-b2e8-454d-a117-18955187c023","year":2010},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:b16e326edab18ef0ebff891f713431a33d3dc6b1add29562e1c99d936ed286e6","observation_id":"2bcd0784-3737-4df3-a7ee-25ef409ace4c","resolution":{"observed_at":"2026-05-25T01:45:12.352952Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image quality enhancement through integrated color model with Rayleigh distribution","venue":null,"work_id":"1467b9f1-d3ed-4691-b5bc-6e229948986f","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:e380abd02bb0e9b538f348c445cd7176bc774b64da1c76174580cb363b59271d","observation_id":"4bd34b1c-8117-494d-9b0c-a9c73f17efda","resolution":{"observed_at":"2026-05-25T01:45:12.335376Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single Image Dehazing by Multi-Scale Fusion","venue":null,"work_id":"ea487995-2e83-4d48-89e5-b5f259f0db95","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:eb825c395e78b4cecc60b178950ebf7768af532c870b6095d7c6eb8c1c3bad23","observation_id":"bf95faae-d9f3-4721-8d75-ddedd18dfb8a","resolution":{"observed_at":"2026-05-25T01:45:12.323438Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image quality enhancement through Rayleigh -stretching and averaging image planes","venue":null,"work_id":"fdcf449d-8e9d-4d2a-9d93-69d12cc021da","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:d9a4242551006b8fa8dccb1de86ae527ececc18410993dffaa22be70db3beedd","observation_id":"37be8519-ea08-41e7-b67a-f79af25cfc4f","resolution":{"observed_at":"2026-05-25T01:45:12.297129Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Automatic system for improving underwater image contrast and color through re cursive adaptive histogram modification","venue":null,"work_id":"804569a8-d314-4295-a2bb-b8a60d3a4360","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:32b08bedb09f430ca189d00f370e89adaed4b42fafed98211fb60b5af0ffaaf6","observation_id":"df3483c6-40d6-4e72-b614-72916ca5d552","resolution":{"observed_at":"2026-05-25T01:45:12.280192Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image enhancement by wavelet based fusion","venue":null,"work_id":"eead5a0a-f0de-4ea7-897a-a2c37b7ddb97","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:a44324ed24ad6af862bfdb2ebfada5cc3d6344b76b2661c820aa795315bfb6fe","observation_id":"131e1f6c-4677-447a-81c9-5517c661ed02","resolution":{"observed_at":"2026-05-25T01:45:12.320610Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Study on Underwater Image Denoising Algorithm Based on Wavelet Transform","venue":null,"work_id":"aa51aab3-ed58-4288-8068-4abfe0747ade","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:74029c1db298da5f3763876dea92cdf3f9d9d31ecc4b9a04e3165b3259f3a671","observation_id":"670427d6-0197-4a71-9cb0-7beb0d437d10","resolution":{"observed_at":"2026-05-25T01:45:12.226511Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Wavelet based perspective on variational enhancement technique for underwater imagery","venue":null,"work_id":"46b8069a-3e1c-4106-a237-b12ed6e0ab78","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:bfab6ef899e9344dcc19d16634fb9e18fa6b8dc47afa35d566557d78b3d37efd","observation_id":"d2288b56-428a-4dc6-b2bf-27be2ef3a435","resolution":{"observed_at":"2026-05-25T01:45:12.263488Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Naturalness Preserved Enhancement Algorithm for Non -Uniform Illumination Images","venue":null,"work_id":"f5fc45f9-c368-43ba-a31d-15052a3baafc","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:3bdb4267648212bbedb7383a09f8f1c42dafe80d203fa1aea4d00fe2f7bc3a4e","observation_id":"19891303-3b8d-49d6-af27-50b9c07cd5df","resolution":{"observed_at":"2026-05-25T01:46:32.989514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Automatic Contrast Enhancement Technology With Saliency Preservation","venue":null,"work_id":"83f060d2-52ca-4dcb-8712-590cbde2237b","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:1a083f2a1c3ada05d66a2116369098986d3d1ac5cbb62a52a72336bd069a6bfa","observation_id":"e85ce4c2-948b-4440-af21-4ffc029fbdc3","resolution":{"observed_at":"2026-05-25T01:46:32.963284Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"WaterGAN: Unsupervised Generative Network to E nable Real - Time Color Correction of Monocular Underwater Images","venue":null,"work_id":"e1a756b5-33bf-4521-95c0-85e4b1f5665f","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7e76eb9aca3fc5b5252811376e814b005eec9efaf67ea821ddaeafbcc5b140b8","observation_id":"702cbb0d-3e97-4f04-b969-80afaf4555c7","resolution":{"observed_at":"2026-05-25T01:46:32.969087Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A deep CNN method for underwater image enhancement","venue":null,"work_id":"554b447d-ea40-41ce-b301-afbf7f0db815","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:66afc2b9969c64a22f3f95447530423b19cac579f2d4a22f742a1bebd3ae5b78","observation_id":"1a6563ea-578e-43e8-93c3-d623701cc88f","resolution":{"observed_at":"2026-05-25T01:45:12.409988Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"An Underwater Image Enhancement Benchmark Dataset and Beyond","venue":null,"work_id":"6d6af93b-e5cc-4f90-86db-1e1af50882a4","year":2019},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:ce27ea568f66ec8fadcf12f4499c5718aa4a24b6c5c26471b34df97012026971","observation_id":"40ba3cd3-c7eb-4a5e-bb8b-21db970825d2","resolution":{"observed_at":"2026-05-25T01:46:32.968011Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Review of Video and Image Defogging Algorithms and Related Studies on Image Restoration and Enhancement","venue":null,"work_id":"a5e4d1fd-e61c-4480-b12d-a4a3468373f7","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:cc5aa38c880848b437a217a5bb4bae049dadbe18432bd157154ce165fcbf9ba9","observation_id":"8ab04959-1574-41eb-ba54-c97b1ded42e4","resolution":{"observed_at":"2026-05-25T01:46:32.983822Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Image enhancement by histogram transformation","venue":null,"work_id":"81cd1881-ad86-4d4d-9914-93d919f453f2","year":1977},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:48ce407ecdfa87f4f64836393ab20d7068da3bc357dfe6109f7df94140fba1f1","observation_id":"389da82a-05ae-4763-ab93-7f727a09cd6c","resolution":{"observed_at":"2026-05-25T01:45:12.179866Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Contrast limited adaptive histogram equalization","venue":null,"work_id":"0dd2c95a-c82f-40ec-985b-abb152bb6905","year":1994},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7ebbfecf198efbbb97a17d2993e0207c8cb6c95f1d6d3d265f770c67c00cd8c6","observation_id":"88fd75d3-7ff0-4541-9fd2-aee4fafaaa76","resolution":{"observed_at":"2026-05-25T01:45:12.234463Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Generalized Unsharp Masking Algorithm","venue":null,"work_id":"dd2eab0c-435a-41c4-8976-169131a03e92","year":2011},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:11b0240c0bc197cbadc8c53f5d42acc20def950f11588f4f5ef265b3eaec8f01","observation_id":"dfbcaccf-261a-43cc-882d-0591e90c17d3","resolution":{"observed_at":"2026-05-25T01:45:12.192432Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancing underwater images and videos by fusion","venue":null,"work_id":"dfa6d577-d002-41aa-a63e-ac64e83ccf67","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:0824e16163c970c20d9bf14a371bdc2de31974ee6379cb63986448987b4510ea","observation_id":"668ea346-1b73-43a1-a543-9693438ac829","resolution":{"observed_at":"2026-05-25T01:45:12.182561Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image colour constancy based on DSNMF","venue":null,"work_id":"704003a2-1455-44d2-8b3a-c588fce1f605","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:e049894b2fb87731c6904ed63eee7b0dd4fa0460e864a39e4189dbc022ed33ad","observation_id":"6ddc325b-3934-4fb5-8b75-48bae3f9aeeb","resolution":{"observed_at":"2026-05-25T01:45:12.144542Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Color Correction of Underwater Images for Aquatic Robot Inspection","venue":null,"work_id":"eda27712-d352-4570-bb04-92d7f55f9294","year":2005},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f0a50df088886dfefc95f86ebb1b2a04d0a7ce1a6a0af097815fd6884dbd4421","observation_id":"13beeb8b-60d5-4e1d-9888-cfad3fbfbf4b","resolution":{"observed_at":"2026-05-25T01:45:12.150482Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater Image Enhancement Using An Integrated Colour Model","venue":null,"work_id":"5a46c63d-4165-42f1-8662-cc85770c8dd0","year":2007},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:6e76fa5525eeceed5693aa75bad7591f4d5957001ceda682f2c1e4f38bc8bc6f","observation_id":"5354bc2d-bc07-4f8d-b51c-59d1c37bb257","resolution":{"observed_at":"2026-05-25T01:45:12.176632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancement of low quality underwater image through integrated global and local contrast correction","venue":null,"work_id":"c89246ed-73d3-44cd-a633-23960ca4c251","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:374046c38a47d0239b97a564caa6fe28ceb07355493765fac23c47b2a9979657","observation_id":"4bf52568-782a-42a7-b306-06a8fac5808b","resolution":{"observed_at":"2026-05-25T01:45:12.218282Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A retinex-based enhancing approach for single underwater image","venue":null,"work_id":"2c6927e1-3cf2-4daa-95c8-898d63dbadfb","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:220627d856b395e7abc69c945a5d716c9f4ef17d6f69df0b6ff407e15f24f557","observation_id":"8ac313a2-1e04-4525-af6c-9b25ef148061","resolution":{"observed_at":"2026-05-25T01:45:12.242926Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image enhancement via extended multi -scale Retinex","venue":null,"work_id":"450879cd-66ef-41e2-b0e7-1e21c3a194db","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f78c77ef947c2a4fac3975d35be9e4d8c6d8ea3e5e4ca647f58c41772dec3697","observation_id":"c47577af-7016-452a-bb39-6a2bf39f82c4","resolution":{"observed_at":"2026-05-25T01:45:12.254434Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Mixture contrast limited adaptive histogram equalization for underwater image enhancement","venue":null,"work_id":"b500ed74-8f84-4bb5-9521-a1cf58022f5d","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:a136509e91024f6cc80e3b3b7d2ad399e32cb71d997969ff6fc0d37666f129e1","observation_id":"532ad20c-4cc0-4338-95f2-cf35dac222b0","resolution":{"observed_at":"2026-05-25T01:45:12.266705Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Image enhancement based on contourle t transform","venue":null,"work_id":"4ca9ae66-58d2-4159-a656-e0e5d3cd0626","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:e502aacff00bf116ed603f034485900ee49fe06d142a24921e68e6e8d5eb4dc6","observation_id":"aaf26a7c-5dcb-4398-b977-a53d5cc0d024","resolution":{"observed_at":"2026-05-25T01:45:12.277458Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Transform -based image enhancement algorithms with performance measure","venue":null,"work_id":"4dcf9f8d-b9f3-4591-b51f-cb63bc5a84d6","year":2001},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:2918bb53dde2538398b4a5b56bc15d3c8a5c79635fc6bc7572cb23c2c3aba1d0","observation_id":"39b56396-6e40-41de-bb4d-964a22285bff","resolution":{"observed_at":"2026-05-25T01:45:12.201222Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Robust No -Reference, No-Parameter, Transform Domain Image Quality Metric for Evaluating the Quality of Color Images","venue":null,"work_id":"639175e0-fbb2-4dcc-85c5-e5606d7b3694","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7ddfc845c504e56ea85823079c7fd693ce5957aad9dafd3881c6a824cb076545","observation_id":"e22b5a31-b9f8-4cff-93d6-100f437af1cf","resolution":{"observed_at":"2026-05-25T01:46:32.971002Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Fusion -based underwater image enhancement by wavelet decomposi tion","venue":null,"work_id":"809cd7ca-e5d4-4a5c-85b4-f3d53bc4bf38","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:cdd6a3190812fe3ca2d8da852aac04f1fd785d878d61431b83365a3e24dd3727","observation_id":"c7a54662-9098-4457-9f62-9cf74b8b6234","resolution":{"observed_at":"2026-05-25T01:46:32.973970Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Study of Transform Domain based Image Enhancement Techniques","venue":null,"work_id":"c7a8618e-771e-4eb7-9a9e-752b4e8d8b12","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:d0a2b5f09e9cd08e49664a6c8dfbcca59f272198a2b8a7865c0a0103578b4282","observation_id":"02c58bad-ab5d-4e8d-9466-0c131afa6509","resolution":{"observed_at":"2026-05-25T01:46:32.932711Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Color Image Enhancement via Combine Homomorphic Ratio and Histogram Equalization Approaches: Using Underwater Images as Illustrative Examples","venue":null,"work_id":"cd4e0a04-34eb-46e6-bd22-9a2feefe4bd6","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:2436d000723bb4be11e0f6a6b0f7312cdd1fd0d82bd675cb2112b667e9c9fda7","observation_id":"c435c05b-dca2-443a-9c24-5c37637f5626","resolution":{"observed_at":"2026-05-25T01:46:33.007176Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image denoising using adaptive wavelet subband thresholding","venue":null,"work_id":"523c17b6-83e7-4de4-8e35-64353e3e5f7b","year":2010},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:eb257fe765d1bc8fbc6bbc927f61bc57b24f65c32455ef785425128a2913bb77","observation_id":"f7cd9f85-e407-4d3e-9744-796427158580","resolution":{"observed_at":"2026-05-25T01:45:12.358659Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"When Underwater Imagery Analysis Meets Deep Learning: a Solution at the Age of Big Visual Data","venue":null,"work_id":"5b4bc427-9838-43ef-babc-d66cd81dd942","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:cd17b8c1ba9cabc0bee69a7649b785a32488351ae4eb7df386abf8acac9b58bb","observation_id":"3e989197-9330-4cad-b994-8dc2a05c69d8","resolution":{"observed_at":"2026-05-25T01:46:33.013904Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"ImageNet classification with deep convolutional neural networks","venue":null,"work_id":"9a752e7e-b3c4-4309-bba8-88e169c175c7","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:d2d12d2bf4394a0098c0ba039b86f1fc804398c419f22c2e5ac13dd2e48fcbaa","observation_id":"e0d0b541-9cd8-4b33-8475-7de89c76265f","resolution":{"observed_at":"2026-05-25T01:46:32.975450Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups","venue":null,"work_id":"ca052d4a-3ea9-483b-83a5-846a1b5d9ebc","year":2012},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:0ee27011e4964b4b85bea07fbeb6fffb7b1a0f04ccd8a1fc37101b68fa2b7267","observation_id":"3e493407-0ade-4e1a-acb5-18df196fc66b","resolution":{"observed_at":"2026-05-25T01:46:32.978346Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Learning Dual Convolutional Neural Networks for Low-Level Vision","venue":null,"work_id":"facb74b1-21dd-4fdd-8705-c1ed523b218b","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:34bf43c8bfc5e18c32906fb67630b49a983797dac984e8fea691d0308daf8f24","observation_id":"7b8ada5a-cc53-472d-bba6-2373aebda867","resolution":{"observed_at":"2026-05-25T01:45:12.206632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks","venue":null,"work_id":"ea3ba670-1b3a-48fc-8933-0de15579a004","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:a49e7a00ffa695db07dd41f3842800711379d22162cceb76d40d80c1ddc5aca9","observation_id":"4949711e-c610-4c81-a61f-e546af78fc97","resolution":{"observed_at":"2026-05-25T01:45:12.212558Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Deep Semantic Face Deblurring","venue":null,"work_id":"b131a7d0-f33a-4aae-ad02-82a07041d0ba","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:ddb3e314188b11c313de5789dacdc04fa61beab76a35fcfa83ec7074138b77ea","observation_id":"061af62f-2b9d-4742-ae8a-092a5ff91162","resolution":{"observed_at":"2026-05-25T01:45:12.237167Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Blind Image Deblurring via Deep Discriminative Priors","venue":null,"work_id":"91d16389-175b-4038-bace-e689fab873d1","year":2019},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7fa3628c264c3212bf73e9debe6a92f132a9236d100003e83a50c7a539c36510","observation_id":"fc81afe6-ebaf-4763-84ed-bfdb079f57d4","resolution":{"observed_at":"2026-05-25T01:45:12.170564Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Removing Rain from Single Images via a Deep Detail Network","venue":null,"work_id":"daa26e70-9e20-437e-bf58-83ef030861ee","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:c684dacbf74264026388a11a907a18bbfbadd8c429d9fa54e573349af5ab8a5b","observation_id":"8e205720-8f0a-4377-88fb-a8a717610490","resolution":{"observed_at":"2026-05-25T01:45:12.156514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising","venue":null,"work_id":"c36d1193-f23f-4094-a375-60e720841612","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:ed7d5838f3ad333fbf6104674a5f2c535670a991c9cd40cf3258a9670988ea59","observation_id":"01716efe-a145-4b82-b4f7-a7f007762d83","resolution":{"observed_at":"2026-05-25T01:45:12.163569Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"LLNet: A deep autoencoder approach to natural low -light image enhancement","venue":null,"work_id":"0f42ad62-d1a2-49e5-8661-7b1b60617ee9","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:0cff50dce00e27c1c53550d4c020dafecdec6a66285301a8e35a0e39ca186b81","observation_id":"d559a9c6-6096-4031-a23f-8c968460e730","resolution":{"observed_at":"2026-05-25T01:45:12.195332Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"LIME: Low-Light Image Enhancement via Illumination Map Estimation","venue":null,"work_id":"a8a5a071-1a6f-45a6-be04-f99b778e1f4d","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:26a67ad3005b6d0dea20e0587bd5c9858c445083773b2c853c4f8c229416184f","observation_id":"aa026dbd-0ba0-4382-a5af-980a10920d2d","resolution":{"observed_at":"2026-05-25T01:45:12.173577Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"DehazeNet: An End - to-End System for Single Image Haze Remova l","venue":null,"work_id":"357371c1-acd0-4508-be1e-46687b743cb6","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:adc30befb82cabd4645a1ac2d5e58e8822092a4b69fb0d96424201b2f3e7cf01","observation_id":"32de8aa4-a60b-408f-b055-4561f8f0319b","resolution":{"observed_at":"2026-05-25T01:45:12.231871Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Proximal Dehaze -Net: A Prior Learning - Based Deep Network for Single Image Dehazing","venue":null,"work_id":"1077fadf-6a51-4019-a403-ae5403570255","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:5f1cb15a4e7ae3629bda3cfa4ce8b8c53bdfc57e481c84fb7274a7d2601b357b","observation_id":"236ba4aa-0834-45a8-b057-ac0ae2654b85","resolution":{"observed_at":"2026-05-25T01:45:12.285894Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Deep Learning Based Single Image Dehazing","venue":null,"work_id":"a3b225bf-4a78-451e-88a9-4ccd62b65970","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:9fddfd3aac8025148bc7dee039e3c8784bb17c8ff73abf689c07dfa83b7a95fe","observation_id":"e8031aff-9561-4187-aada-1c67b7641fd9","resolution":{"observed_at":"2026-05-25T01:45:12.288431Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Investigating Haze -relevant Features in A Learning Framework for Image Dehazing","venue":null,"work_id":"ca5994b4-6607-4056-81e5-85323f40831c","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:c90340aa5b7603cd8026c12ab0ce41c349aa532090fb769ce747be134a4ffaa4","observation_id":"38e98ccb-d2fd-44c0-888b-c449600f7236","resolution":{"observed_at":"2026-05-25T01:45:12.326446Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Deep Learning Approach for Underwater Image Enhancement","venue":null,"work_id":"68dc62b2-46cf-43ac-942c-68be2023bf50","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:80fbbbd56185c7e82ede5caf88b78e0e4e2866b504f416c406446df988c94e81","observation_id":"da0501a0-cb8c-4069-8ebb-1ad0c0b38e40","resolution":{"observed_at":"2026-05-25T01:45:12.355859Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Deep Underwater Image Enhancement","venue":null,"work_id":"2aef6e9e-c516-4b9d-88d0-3ec5bb475fac","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:2ed6be98d42dc02ef24dfae16c1701bd4b4b5c10820ffed9723cbd1b52d66870","observation_id":"afe0414e-7fc1-4221-b716-2e97bbd20c05","resolution":{"observed_at":"2026-05-25T01:45:12.365107Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Generative Adversarial Nets","venue":null,"work_id":"07215942-9b3f-434d-ba06-162b75253f33","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:990fcb745d74b728fed9955474f709def00da1029eb226b8afba820df5a3dd2e","observation_id":"11a00bc4-34e9-4930-9558-3b79726b68d4","resolution":{"observed_at":"2026-05-25T01:45:12.401518Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancing Underwater Imagery Using Generative Adversarial Networks","venue":null,"work_id":"19376ffa-aa4a-4da6-b6b9-c38e5dc8df02","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:1d08647248aa1e759eb2a450024cd1e60b92384b7b89062cdbd6ffcc3ed3d0eb","observation_id":"182f1362-3be3-4be2-98b5-221675eabd02","resolution":{"observed_at":"2026-05-25T01:46:32.986788Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Emerging From Water: Underwater Image Color Correction Based on Weakly Supervised Color Transfer","venue":null,"work_id":"9425c310-ce26-49a5-879b-328420596ea3","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:835dccaef698bf20ef25cca2ee9ba41eb56379aa03d54d1ba2d20fd6fc9bc079","observation_id":"3d409d93-152c-4770-91ea-6e72d3fa79d5","resolution":{"observed_at":"2026-05-25T01:46:32.981357Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Unpaired Image -to- Image Translation Using Cycle-Consistent Adversarial Networks","venue":null,"work_id":"98084624-a6fc-4f2b-b837-cac796897c70","year":2017},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:29e87c77d7eb9cb96d5349e7285081116858b79e5159876a369abd522b26aab0","observation_id":"821c6f3f-40f5-4dc3-a27e-ec3a678915db","resolution":{"observed_at":"2026-05-25T01:45:12.300229Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater-GAN: Underwater Image Restoration via Conditional Generative Adversarial Network","venue":null,"work_id":"9aedd0eb-4282-436f-a457-61e81f43d62a","year":2019},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f9c88600eded7dc2f4b56a1a013387ea35c66a0bab9f7de7c18db69ba2d5a692","observation_id":"419feed4-686b-4ae9-b82b-f6d70248fae6","resolution":{"observed_at":"2026-05-25T01:45:12.329440Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"All-In-One Underwater Image Enhancement using Domain-Adversarial Learning","venue":null,"work_id":"61b52f16-7178-4a61-9d7a-89c2d14f93df","year":null},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:137fcc1dfad0b889619fac3ca316a1fdfbfc2689ce933115a3a8c61a44185536","observation_id":"9876396d-5ce9-41af-8b6e-3215203a70e8","resolution":{"observed_at":"2026-05-25T01:45:12.338105Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single Underwater Image Restoration Based on Depth Estimation and Transmission Compensation","venue":null,"work_id":"65a69b23-4f25-49e7-886d-e877fb2e394e","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:7e313a807e1c7b0bd3e0cfc56be59677e2d3a21ab162083178c4de70d82e2448","observation_id":"0da83c5a-8fce-4f9f-a2d9-a18981832d52","resolution":{"observed_at":"2026-05-25T01:45:12.198160Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater Image Restoration Using Color-Line Model","venue":null,"work_id":"7b78cff6-f5b5-4c49-ad0e-64f53217d2bf","year":2019},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:16e858acf943f21cb4678cd80ff29d526fef885aabdfa8f2a07a055ce704542f","observation_id":"126dc1fd-6467-468c-99fc-3252a1efa4fe","resolution":{"observed_at":"2026-05-25T01:45:12.221141Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single image haze removal using dark channel prior","venue":null,"work_id":"44bc6ab6-3535-4a48-990d-939302a032af","year":2009},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:177f170eed37b541f9ca88dd57f1e24dd5fde737dbf0bbbb8875ccf3110f16de","observation_id":"ee98fcaf-dfc7-4d43-8c92-cd051841ca0d","resolution":{"observed_at":"2026-05-25T01:45:12.147512Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Transmission Estimation in Underwater Single Images","venue":null,"work_id":"083ce44d-7994-47e2-a573-6bce245104ac","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:c76f199aa80a132988980c5d3cd52fdfab2935e9f2b212c41cd42428ecade524","observation_id":"d2234c00-b80f-4ad5-9bbd-315eaf55f925","resolution":{"observed_at":"2026-05-25T01:45:12.153503Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater Depth Estimation and Image Restoration Based on Single Images","venue":null,"work_id":"2172a8ca-fa89-40af-b324-632bfba5ee96","year":2016},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:843baa02261709dc412a2b1cb20225ef4f8834aef4f96e751a760a42a6420bbb","observation_id":"9b9a3bbc-9481-42ea-a397-3f74b9aa15e8","resolution":{"observed_at":"2026-05-25T01:45:12.159943Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Initial results in underwater single image dehazing","venue":null,"work_id":"cc3f465e-13bc-4141-9615-d3054a0d7b94","year":2010},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:76fe70bf68353709f905c5d0d3da1622441bd967ba3457cf48c54109a669e320","observation_id":"489fa163-080a-46f9-9748-c399927b8dc6","resolution":{"observed_at":"2026-05-25T01:45:12.223810Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Automatic Red-Channel underwater image rest oration","venue":null,"work_id":"631cac31-9fe6-4c39-b65c-e48e740207f4","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:f870e600a89fac3b87c235dd549cdd36b98693ac89968efad4e7c7e77eca86e6","observation_id":"306523a9-08cf-4c58-8e1e-001a2106a627","resolution":{"observed_at":"2026-05-25T01:45:12.317730Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A Rapid Scene Depth Estimation Model Based on Underwater Light Attenuation Prior for Underwater Image Restoration","venue":null,"work_id":"58d2244d-c51e-4fe2-97ce-d4b781ae7eaf","year":2018},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":95,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:43bc719e70bcf65c998346b5c75416f04d6606b1cf36f4f48775efa18a53a1e2","observation_id":"2442aad2-2e30-4cb1-922e-8c2fbff9cfb5","resolution":{"observed_at":"2026-05-25T01:46:33.010541Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Low Complexity Underwater Image Enhancement Based on Dark Channel Prior","venue":null,"work_id":"73b8aa38-b6cf-4f2c-9b48-f6cf195ce234","year":2011},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":96,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:e4712fb5d21b04776205d28ac34ed0d23282326809fdd0dfd50db07fe994cbf3","observation_id":"f3699688-51ec-42ea-8588-f76d36243f48","resolution":{"observed_at":"2026-05-25T01:45:12.393508Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Underwater image dehazing usi ng joint trilateral filter","venue":null,"work_id":"6d767bb5-1526-4266-b3d0-9efd4e66447a","year":2014},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:fdbd081cdefd58f7a1d4c79c2c0618c1f9aab10a0eaba802a44ef5c4307e2567","observation_id":"f99606b5-5381-45de-8589-2b7ec45556ff","resolution":{"observed_at":"2026-05-25T01:45:12.404246Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Deriving inherent optical properties from background color and underwater image enhancement","venue":null,"work_id":"0c947b14-ab8b-43d9-b4e0-e93dd1b00568","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:b084f92891fddb34ee1523132b5e722014ad8d704904200fc1e622e39538b2a1","observation_id":"9bbd71a1-c19c-480d-987d-6f7cb536a988","resolution":{"observed_at":"2026-05-25T01:45:12.396485Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single underwater image enhancement using depth estimation based on blurriness","venue":null,"work_id":"c9aeaae6-492c-476b-9cfb-cfe96cb7c97f","year":2015},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":99,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:70b42bb378ce8527a4d8f1486f8eefc7992a274a801d8e5fff516f2bd045d733","observation_id":"f93feb0d-b139-471b-abe2-d38d1d0f9d6e","resolution":{"observed_at":"2026-05-25T01:45:12.374688Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Single underwater image enhancement with a new optical model","venue":null,"work_id":"5285459c-76a2-4c2e-a876-55da44f1f044","year":2013},"citing_paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging","version":1},"reference_index":100,"source":"pdf_text","source_observed_at":"2026-05-25T01:42:23.586065Z"},"links":{"citing_paper":"/paper/1907.03246"},"observation_digest":"sha256:10587b7f1e3f126b1b1fee8fafabf067820b750f75500e528ab75e4fc4d4b2a8","observation_id":"70cabf49-518c-4a3c-83f8-934b4d896c83","resolution":{"observed_at":"2026-05-25T01:45:12.378097Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"1907.03246","last_updated":"2019-07-07T08:22:49Z","latest_version":1,"primary_category":"eess.IV","snapshot_observed_at":"2026-07-06T08:05:39.851468Z","submitted_at":"2019-07-07T08:22:49Z","title":"An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater Imaging"},"reference_resolution":{"displayed":100,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":100},"total_outbound_references":119},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"thesis":"As of 6 August 2026, this Paper Citation Record lists 100 of 119 outbound references and 0 inbound Pith citation observations for arXiv:1907.03246."}