{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:4NUIVK67XYZBF7OWTK5AUP4K7Q","short_pith_number":"pith:4NUIVK67","schema_version":"1.0","canonical_sha256":"e3688aabdfbe3212fdd69aba0a3f8afc048826ffae8f75595d1538187ebb8279","source":{"kind":"arxiv","id":"2507.10492","version":1},"attestation_state":"computed","paper":{"title":"BenchReAD: A systematic benchmark for retinal anomaly detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CV","authors_text":"Chenyu Lian, Hong-Yu Zhou, Jing Qin, Zhanli Hu","submitted_at":"2025-07-14T17:13:08Z","abstract_excerpt":"Retinal anomaly detection plays a pivotal role in screening ocular and systemic diseases. Despite its significance, progress in the field has been hindered by the absence of a comprehensive and publicly available benchmark, which is essential for the fair evaluation and advancement of methodologies. Due to this limitation, previous anomaly detection work related to retinal images has been constrained by (1) a limited and overly simplistic set of anomaly types, (2) test sets that are nearly saturated, and (3) a lack of generalization evaluation, resulting in less convincing experimental setups."},"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":"2507.10492","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-14T17:13:08Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"a1673ea74df16805564b50083a50e4b67306e08cbf08ee0a315a1b89ae73e7ed","abstract_canon_sha256":"376a75320cf44ec769acb121a3507c1a8d3685ead9490e4427cb0f3b5041600c"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T01:04:55.981267Z","signature_b64":"kAhlPdHcNI2ktadwGi0KjO0KutPvfUxpjfUzHGghtLNgzm9lU3BlVOGm7il85eW9z7plhGKHCulrsXPm9qWzDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e3688aabdfbe3212fdd69aba0a3f8afc048826ffae8f75595d1538187ebb8279","last_reissued_at":"2026-05-20T01:04:55.980308Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T01:04:55.980308Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"BenchReAD: A systematic benchmark for retinal anomaly detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CV","authors_text":"Chenyu Lian, Hong-Yu Zhou, Jing Qin, Zhanli Hu","submitted_at":"2025-07-14T17:13:08Z","abstract_excerpt":"Retinal anomaly detection plays a pivotal role in screening ocular and systemic diseases. Despite its significance, progress in the field has been hindered by the absence of a comprehensive and publicly available benchmark, which is essential for the fair evaluation and advancement of methodologies. Due to this limitation, previous anomaly detection work related to retinal images has been constrained by (1) a limited and overly simplistic set of anomaly types, (2) test sets that are nearly saturated, and (3) a lack of generalization evaluation, resulting in less convincing experimental setups."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.10492","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/2507.10492/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":"2507.10492","created_at":"2026-05-20T01:04:55.980447+00:00"},{"alias_kind":"arxiv_version","alias_value":"2507.10492v1","created_at":"2026-05-20T01:04:55.980447+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.10492","created_at":"2026-05-20T01:04:55.980447+00:00"},{"alias_kind":"pith_short_12","alias_value":"4NUIVK67XYZB","created_at":"2026-05-20T01:04:55.980447+00:00"},{"alias_kind":"pith_short_16","alias_value":"4NUIVK67XYZBF7OW","created_at":"2026-05-20T01:04:55.980447+00:00"},{"alias_kind":"pith_short_8","alias_value":"4NUIVK67","created_at":"2026-05-20T01:04:55.980447+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/4NUIVK67XYZBF7OWTK5AUP4K7Q","json":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q.json","graph_json":"https://pith.science/api/pith-number/4NUIVK67XYZBF7OWTK5AUP4K7Q/graph.json","events_json":"https://pith.science/api/pith-number/4NUIVK67XYZBF7OWTK5AUP4K7Q/events.json","paper":"https://pith.science/paper/4NUIVK67"},"agent_actions":{"view_html":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q","download_json":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q.json","view_paper":"https://pith.science/paper/4NUIVK67","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2507.10492&json=true","fetch_graph":"https://pith.science/api/pith-number/4NUIVK67XYZBF7OWTK5AUP4K7Q/graph.json","fetch_events":"https://pith.science/api/pith-number/4NUIVK67XYZBF7OWTK5AUP4K7Q/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q/action/timestamp_anchor","attest_storage":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q/action/storage_attestation","attest_author":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q/action/author_attestation","sign_citation":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q/action/citation_signature","submit_replication":"https://pith.science/pith/4NUIVK67XYZBF7OWTK5AUP4K7Q/action/replication_record"}},"created_at":"2026-05-20T01:04:55.980447+00:00","updated_at":"2026-05-20T01:04:55.980447+00:00"}