{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4AOJ3APM3HR2VZQQKO74ZOKN6F","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":"3aced81eebc8ef0e1ec7c53917c3499848b46473498732698eb817fce92666dc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-05T06:21:58Z","title_canon_sha256":"d852062eec2ebdab7da9291eb5ebf0c678db787a15962e181e50ac0610d4c561"},"schema_version":"1.0","source":{"id":"2405.02824","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.02824","created_at":"2026-07-05T08:16:28Z"},{"alias_kind":"arxiv_version","alias_value":"2405.02824v2","created_at":"2026-07-05T08:16:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.02824","created_at":"2026-07-05T08:16:28Z"},{"alias_kind":"pith_short_12","alias_value":"4AOJ3APM3HR2","created_at":"2026-07-05T08:16:28Z"},{"alias_kind":"pith_short_16","alias_value":"4AOJ3APM3HR2VZQQ","created_at":"2026-07-05T08:16:28Z"},{"alias_kind":"pith_short_8","alias_value":"4AOJ3APM","created_at":"2026-07-05T08:16:28Z"}],"graph_snapshots":[{"event_id":"sha256:f89e4ae0ff9a85729829ddc98014873345cd303481ead468072e857a97e08fab","target":"graph","created_at":"2026-07-05T08:16:28Z","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/2405.02824/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Camouflaged object detection (COD) aims to segment objects visually embedded in their surroundings, which is a very challenging task due to the high similarity between the objects and the background. To address it, most methods often incorporate additional information (e.g., boundary, texture, and frequency clues) to guide feature learning for better detecting camouflaged objects from the background. Although progress has been made, these methods are basically individually tailored to specific auxiliary cues, thus lacking adaptability and not consistently achieving high segmentation performanc","authors_text":"Tian-Zhu Xiang, Xuying Zhang, Ying Tai, Zhennan Chen","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-05T06:21:58Z","title":"Adaptive Guidance Learning for Camouflaged Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.02824","kind":"arxiv","version":2},"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:c09822a4630ebfdcde36c2c3d979a5a00ec711154f2d92d0c4f9d0b7d65bcb9f","target":"record","created_at":"2026-07-05T08:16:28Z","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":"3aced81eebc8ef0e1ec7c53917c3499848b46473498732698eb817fce92666dc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-05T06:21:58Z","title_canon_sha256":"d852062eec2ebdab7da9291eb5ebf0c678db787a15962e181e50ac0610d4c561"},"schema_version":"1.0","source":{"id":"2405.02824","kind":"arxiv","version":2}},"canonical_sha256":"e01c9d81ecd9e3aae61053bfccb94df16a19f6f728508310dbdcacb3540ba675","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e01c9d81ecd9e3aae61053bfccb94df16a19f6f728508310dbdcacb3540ba675","first_computed_at":"2026-07-05T08:16:28.755491Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:16:28.755491Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jvjCzLvivw/isr/L0J6W7WXkP8/QReTk/NRNzStuXSNjTdf2Mh4dxyqcybsCtjIXPRMMUoMkn7yB3YR80PCgBA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:16:28.756038Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.02824","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c09822a4630ebfdcde36c2c3d979a5a00ec711154f2d92d0c4f9d0b7d65bcb9f","sha256:f89e4ae0ff9a85729829ddc98014873345cd303481ead468072e857a97e08fab"],"state_sha256":"77c1487e4e53d40706174fe0b6284ed4195033c7f902105b3810c01fc66a9164"}