{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2018:5GUCWPGLUPDFOCUQBPXFTOKSAC","short_pith_number":"pith:5GUCWPGL","schema_version":"1.0","canonical_sha256":"e9a82b3ccba3c6570a900bee59b952008dfa4b50ecee01a0f2acc0e2170f8c16","source":{"kind":"arxiv","id":"1812.03085","version":1},"attestation_state":"computed","paper":{"title":"Color Constancy by GANs: An Experimental Survey","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Anil S. Baslamisli, Partha Das, Sezer Karaoglu, Theo Gevers, Yang Liu","submitted_at":"2018-12-07T16:20:51Z","abstract_excerpt":"In this paper, we formulate the color constancy task as an image-to-image translation problem using GANs. By conducting a large set of experiments on different datasets, an experimental survey is provided on the use of different types of GANs to solve for color constancy i.e. CC-GANs (Color Constancy GANs). Based on the experimental review, recommendations are given for the design of CC-GAN architectures based on different criteria, circumstances and datasets."},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1812.03085","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-12-07T16:20:51Z","cross_cats_sorted":[],"title_canon_sha256":"0b836519d87fcabfb50cae47b9a3f2463c75e63f7e2cfb48f10b5ad6aec2ae6c","abstract_canon_sha256":"b59fd504c2ae36a6bff132fba7ac184c85a182021f46527d57812cf8d308a008"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:58:51.000653Z","signature_b64":"ofsDhVpQptQVxIvyMA+zz6ogiUf58HIKsn3WLhLE4RmXIjPG8LGaaVWOpESFWbm7oQpzH0IvT5xPBqTYrMC6Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e9a82b3ccba3c6570a900bee59b952008dfa4b50ecee01a0f2acc0e2170f8c16","last_reissued_at":"2026-05-17T23:58:51.000235Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:58:51.000235Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Color Constancy by GANs: An Experimental Survey","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Anil S. Baslamisli, Partha Das, Sezer Karaoglu, Theo Gevers, Yang Liu","submitted_at":"2018-12-07T16:20:51Z","abstract_excerpt":"In this paper, we formulate the color constancy task as an image-to-image translation problem using GANs. By conducting a large set of experiments on different datasets, an experimental survey is provided on the use of different types of GANs to solve for color constancy i.e. CC-GANs (Color Constancy GANs). Based on the experimental review, recommendations are given for the design of CC-GAN architectures based on different criteria, circumstances and datasets."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.03085","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1812.03085","created_at":"2026-05-17T23:58:51.000303+00:00"},{"alias_kind":"arxiv_version","alias_value":"1812.03085v1","created_at":"2026-05-17T23:58:51.000303+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.03085","created_at":"2026-05-17T23:58:51.000303+00:00"},{"alias_kind":"pith_short_12","alias_value":"5GUCWPGLUPDF","created_at":"2026-05-18T12:32:08.215937+00:00"},{"alias_kind":"pith_short_16","alias_value":"5GUCWPGLUPDFOCUQ","created_at":"2026-05-18T12:32:08.215937+00:00"},{"alias_kind":"pith_short_8","alias_value":"5GUCWPGL","created_at":"2026-05-18T12:32:08.215937+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC","json":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC.json","graph_json":"https://pith.science/api/pith-number/5GUCWPGLUPDFOCUQBPXFTOKSAC/graph.json","events_json":"https://pith.science/api/pith-number/5GUCWPGLUPDFOCUQBPXFTOKSAC/events.json","paper":"https://pith.science/paper/5GUCWPGL"},"agent_actions":{"view_html":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC","download_json":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC.json","view_paper":"https://pith.science/paper/5GUCWPGL","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1812.03085&json=true","fetch_graph":"https://pith.science/api/pith-number/5GUCWPGLUPDFOCUQBPXFTOKSAC/graph.json","fetch_events":"https://pith.science/api/pith-number/5GUCWPGLUPDFOCUQBPXFTOKSAC/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC/action/timestamp_anchor","attest_storage":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC/action/storage_attestation","attest_author":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC/action/author_attestation","sign_citation":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC/action/citation_signature","submit_replication":"https://pith.science/pith/5GUCWPGLUPDFOCUQBPXFTOKSAC/action/replication_record"}},"created_at":"2026-05-17T23:58:51.000303+00:00","updated_at":"2026-05-17T23:58:51.000303+00:00"}