{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:2E35S5OGO5X32D6ZCBGWVSXGHN","short_pith_number":"pith:2E35S5OG","schema_version":"1.0","canonical_sha256":"d137d975c6776fbd0fd9104d6acae63b73ccb84af98453597c46d4ecd621cd29","source":{"kind":"arxiv","id":"2412.10943","version":3},"attestation_state":"computed","paper":{"title":"Rethinking Detecting Salient and Camouflaged Objects in Unconstrained Scenes","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Chunlin Zhong, He Tang, Hua Li, Jialun Pei, Jianuo Huang, Yiping Li, Zhangjun Zhou","submitted_at":"2024-12-14T19:37:17Z","abstract_excerpt":"While the human visual system employs distinct mechanisms to perceive salient and camouflaged objects, existing models struggle to disentangle these tasks. Specifically, salient object detection (SOD) models frequently misclassify camouflaged objects as salient, while camouflaged object detection (COD) models conversely misinterpret salient objects as camouflaged. We hypothesize that this can be attributed to two factors: (i) the specific annotation paradigm of current SOD and COD datasets, and (ii) the lack of explicit attribute relationship modeling in current models. Prevalent SOD/COD datas"},"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":"2412.10943","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T19:37:17Z","cross_cats_sorted":[],"title_canon_sha256":"8cd8566d48c5ab0ab9a2a54eb17f74cf33e0a51a2874985cacb8838836c8238d","abstract_canon_sha256":"6e1613a557c841237b54892a33ba238c1d01cac01620c3a28b1d05191e89eae4"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:32:21.820882Z","signature_b64":"cqhSwaLee2bit1xfuV5DKoiXBT2ruavUM4CohPwbFgDc19GKcBsZm69D/GZ/VxtoBCq0F5wdovwlQM27msEgBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d137d975c6776fbd0fd9104d6acae63b73ccb84af98453597c46d4ecd621cd29","last_reissued_at":"2026-07-05T11:32:21.820372Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:32:21.820372Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Rethinking Detecting Salient and Camouflaged Objects in Unconstrained Scenes","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Chunlin Zhong, He Tang, Hua Li, Jialun Pei, Jianuo Huang, Yiping Li, Zhangjun Zhou","submitted_at":"2024-12-14T19:37:17Z","abstract_excerpt":"While the human visual system employs distinct mechanisms to perceive salient and camouflaged objects, existing models struggle to disentangle these tasks. Specifically, salient object detection (SOD) models frequently misclassify camouflaged objects as salient, while camouflaged object detection (COD) models conversely misinterpret salient objects as camouflaged. We hypothesize that this can be attributed to two factors: (i) the specific annotation paradigm of current SOD and COD datasets, and (ii) the lack of explicit attribute relationship modeling in current models. Prevalent SOD/COD datas"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.10943","kind":"arxiv","version":3},"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/2412.10943/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2412.10943","created_at":"2026-07-05T11:32:21.820435+00:00"},{"alias_kind":"arxiv_version","alias_value":"2412.10943v3","created_at":"2026-07-05T11:32:21.820435+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.10943","created_at":"2026-07-05T11:32:21.820435+00:00"},{"alias_kind":"pith_short_12","alias_value":"2E35S5OGO5X3","created_at":"2026-07-05T11:32:21.820435+00:00"},{"alias_kind":"pith_short_16","alias_value":"2E35S5OGO5X32D6Z","created_at":"2026-07-05T11:32:21.820435+00:00"},{"alias_kind":"pith_short_8","alias_value":"2E35S5OG","created_at":"2026-07-05T11:32:21.820435+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":0,"sample":[{"citing_arxiv_id":"2605.02616","citing_title":"Global-Local Feature Decoding with Adapter-Guided SAMv2 for Salient Object Detection","ref_index":60,"is_internal_anchor":false}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN","json":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN.json","graph_json":"https://pith.science/api/pith-number/2E35S5OGO5X32D6ZCBGWVSXGHN/graph.json","events_json":"https://pith.science/api/pith-number/2E35S5OGO5X32D6ZCBGWVSXGHN/events.json","paper":"https://pith.science/paper/2E35S5OG"},"agent_actions":{"view_html":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN","download_json":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN.json","view_paper":"https://pith.science/paper/2E35S5OG","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2412.10943&json=true","fetch_graph":"https://pith.science/api/pith-number/2E35S5OGO5X32D6ZCBGWVSXGHN/graph.json","fetch_events":"https://pith.science/api/pith-number/2E35S5OGO5X32D6ZCBGWVSXGHN/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN/action/timestamp_anchor","attest_storage":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN/action/storage_attestation","attest_author":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN/action/author_attestation","sign_citation":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN/action/citation_signature","submit_replication":"https://pith.science/pith/2E35S5OGO5X32D6ZCBGWVSXGHN/action/replication_record"}},"created_at":"2026-07-05T11:32:21.820435+00:00","updated_at":"2026-07-05T11:32:21.820435+00:00"}