{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:3RQZJ3RUJXWDGDONXHDSU5XIGE","short_pith_number":"pith:3RQZJ3RU","canonical_record":{"source":{"id":"2409.14461","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-22T14:21:31Z","cross_cats_sorted":[],"title_canon_sha256":"d4590d9a2992393df61e1de67073b1eaae9580b7646fe4ff917df7025b71fffd","abstract_canon_sha256":"f8c837d6b6ebf8cd796c81d45bc4392c304e6f43894cbb975afe4b2cea014248"},"schema_version":"1.0"},"canonical_sha256":"dc6194ee344dec330dcdb9c72a76e8311ba5f0b3a167b54a3e20616d0001eb25","source":{"kind":"arxiv","id":"2409.14461","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.14461","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"arxiv_version","alias_value":"2409.14461v1","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.14461","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_12","alias_value":"3RQZJ3RUJXWD","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_16","alias_value":"3RQZJ3RUJXWDGDON","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_8","alias_value":"3RQZJ3RU","created_at":"2026-07-05T09:10:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:3RQZJ3RUJXWDGDONXHDSU5XIGE","target":"record","payload":{"canonical_record":{"source":{"id":"2409.14461","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-22T14:21:31Z","cross_cats_sorted":[],"title_canon_sha256":"d4590d9a2992393df61e1de67073b1eaae9580b7646fe4ff917df7025b71fffd","abstract_canon_sha256":"f8c837d6b6ebf8cd796c81d45bc4392c304e6f43894cbb975afe4b2cea014248"},"schema_version":"1.0"},"canonical_sha256":"dc6194ee344dec330dcdb9c72a76e8311ba5f0b3a167b54a3e20616d0001eb25","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:10:17.230038Z","signature_b64":"f+orYfCqbEE3vxRHNKsK8O/U0XqAS8/IwHz3xrS42VdQYudSto697JXG30s5IJBTItTs9yX6BWtnfyXxF2WyDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dc6194ee344dec330dcdb9c72a76e8311ba5f0b3a167b54a3e20616d0001eb25","last_reissued_at":"2026-07-05T09:10:17.229568Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:10:17.229568Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.14461","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:10:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Qy/YDpd1fpGjJCqauL/s4VVmyyq1hreJb6faLJqEa7djrxa7FBM1fUwKjZWqETbfEWmO715kO6ESYNwgYl1lBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T12:24:09.516269Z"},"content_sha256":"f11d5ba53203cf9ba41948628bb88ec1b5cb995639dcbafc8ab579be097369fd","schema_version":"1.0","event_id":"sha256:f11d5ba53203cf9ba41948628bb88ec1b5cb995639dcbafc8ab579be097369fd"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:3RQZJ3RUJXWDGDONXHDSU5XIGE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Low-Light Enhancement Effect on Classification and Detection: An Empirical Study","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Can Gao, Linlin Shen, Xianxu Hou, Xu Wu, Ya-Nan Zhang, Zhihui Lai, Zhou Jie","submitted_at":"2024-09-22T14:21:31Z","abstract_excerpt":"Low-light images are commonly encountered in real-world scenarios, and numerous low-light image enhancement (LLIE) methods have been proposed to improve the visibility of these images. The primary goal of LLIE is to generate clearer images that are more visually pleasing to humans. However, the impact of LLIE methods in high-level vision tasks, such as image classification and object detection, which rely on high-quality image datasets, is not well {explored}. To explore the impact, we comprehensively evaluate LLIE methods on these high-level vision tasks by utilizing an empirical investigatio"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.14461","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2409.14461/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:10:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wnfc8GPq8eP9UPDWoxQD4i7f1FwtcP6owNEiTnitvwRC/hLNKn+54cO2DzzEAf4ehhsBsLBvaoiQ1XJnf8AqBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T12:24:09.516769Z"},"content_sha256":"7e1b91b8a357d25945557cf920d68524eb2b83bc18e7c78f12cb266766da06ca","schema_version":"1.0","event_id":"sha256:7e1b91b8a357d25945557cf920d68524eb2b83bc18e7c78f12cb266766da06ca"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/bundle.json","state_url":"https://pith.science/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-04T12:24:09Z","links":{"resolver":"https://pith.science/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE","bundle":"https://pith.science/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/bundle.json","state":"https://pith.science/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3RQZJ3RUJXWDGDONXHDSU5XIGE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3RQZJ3RUJXWDGDONXHDSU5XIGE","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"f8c837d6b6ebf8cd796c81d45bc4392c304e6f43894cbb975afe4b2cea014248","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-22T14:21:31Z","title_canon_sha256":"d4590d9a2992393df61e1de67073b1eaae9580b7646fe4ff917df7025b71fffd"},"schema_version":"1.0","source":{"id":"2409.14461","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.14461","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"arxiv_version","alias_value":"2409.14461v1","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.14461","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_12","alias_value":"3RQZJ3RUJXWD","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_16","alias_value":"3RQZJ3RUJXWDGDON","created_at":"2026-07-05T09:10:17Z"},{"alias_kind":"pith_short_8","alias_value":"3RQZJ3RU","created_at":"2026-07-05T09:10:17Z"}],"graph_snapshots":[{"event_id":"sha256:7e1b91b8a357d25945557cf920d68524eb2b83bc18e7c78f12cb266766da06ca","target":"graph","created_at":"2026-07-05T09:10:17Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2409.14461/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Low-light images are commonly encountered in real-world scenarios, and numerous low-light image enhancement (LLIE) methods have been proposed to improve the visibility of these images. The primary goal of LLIE is to generate clearer images that are more visually pleasing to humans. However, the impact of LLIE methods in high-level vision tasks, such as image classification and object detection, which rely on high-quality image datasets, is not well {explored}. To explore the impact, we comprehensively evaluate LLIE methods on these high-level vision tasks by utilizing an empirical investigatio","authors_text":"Can Gao, Linlin Shen, Xianxu Hou, Xu Wu, Ya-Nan Zhang, Zhihui Lai, Zhou Jie","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-22T14:21:31Z","title":"Low-Light Enhancement Effect on Classification and Detection: An Empirical Study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.14461","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:f11d5ba53203cf9ba41948628bb88ec1b5cb995639dcbafc8ab579be097369fd","target":"record","created_at":"2026-07-05T09:10:17Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"f8c837d6b6ebf8cd796c81d45bc4392c304e6f43894cbb975afe4b2cea014248","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-22T14:21:31Z","title_canon_sha256":"d4590d9a2992393df61e1de67073b1eaae9580b7646fe4ff917df7025b71fffd"},"schema_version":"1.0","source":{"id":"2409.14461","kind":"arxiv","version":1}},"canonical_sha256":"dc6194ee344dec330dcdb9c72a76e8311ba5f0b3a167b54a3e20616d0001eb25","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dc6194ee344dec330dcdb9c72a76e8311ba5f0b3a167b54a3e20616d0001eb25","first_computed_at":"2026-07-05T09:10:17.229568Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:10:17.229568Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f+orYfCqbEE3vxRHNKsK8O/U0XqAS8/IwHz3xrS42VdQYudSto697JXG30s5IJBTItTs9yX6BWtnfyXxF2WyDw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:10:17.230038Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.14461","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f11d5ba53203cf9ba41948628bb88ec1b5cb995639dcbafc8ab579be097369fd","sha256:7e1b91b8a357d25945557cf920d68524eb2b83bc18e7c78f12cb266766da06ca"],"state_sha256":"dc1f2d99e9b35ce54dc6dbc462fc149192b8e47aaf57a273175415c7cd00b5ed"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HZb1NvEZuCZeB7fLyAB83ko2pr+p8YrPHtxYr/nhPdlN2/f7U4aurGxbfxq2r5c7Kz1zSESxxJxkSWVA+b5FCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T12:24:09.521970Z","bundle_sha256":"91f1e58f7e14be2c5789a1162e66f83d80e729cacde03aa81db86307b46b1ded"}}