{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:DTSJ5L7AJUMWJGFUV5MWS6WCVV","short_pith_number":"pith:DTSJ5L7A","canonical_record":{"source":{"id":"2401.01984","kind":"arxiv","version":5},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-03T21:24:44Z","cross_cats_sorted":[],"title_canon_sha256":"c17d68da0be1ed853d2a9f7d4519f16be9d20f1525a8dc6aa7e68ec6d49d1da9","abstract_canon_sha256":"a608e4495b58c356be89d6729c14b83c325704fde7c45a07f809375d2a8b14e9"},"schema_version":"1.0"},"canonical_sha256":"1ce49eafe04d196498b4af59697ac2ad49e8a42963481f4826c2704bfdad0cff","source":{"kind":"arxiv","id":"2401.01984","version":5},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.01984","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"arxiv_version","alias_value":"2401.01984v5","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.01984","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_12","alias_value":"DTSJ5L7AJUMW","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_16","alias_value":"DTSJ5L7AJUMWJGFU","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_8","alias_value":"DTSJ5L7A","created_at":"2026-07-05T09:24:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:DTSJ5L7AJUMWJGFUV5MWS6WCVV","target":"record","payload":{"canonical_record":{"source":{"id":"2401.01984","kind":"arxiv","version":5},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-03T21:24:44Z","cross_cats_sorted":[],"title_canon_sha256":"c17d68da0be1ed853d2a9f7d4519f16be9d20f1525a8dc6aa7e68ec6d49d1da9","abstract_canon_sha256":"a608e4495b58c356be89d6729c14b83c325704fde7c45a07f809375d2a8b14e9"},"schema_version":"1.0"},"canonical_sha256":"1ce49eafe04d196498b4af59697ac2ad49e8a42963481f4826c2704bfdad0cff","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:24:15.730964Z","signature_b64":"ZG7xJ3/W5YR+y9Rgb4mJ81xYE1IVTOSF6UkHCUUZmJKiZRQbrW01AVhf3ID4W7S2A0vWwRMTgNhDJZPUYmOwAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1ce49eafe04d196498b4af59697ac2ad49e8a42963481f4826c2704bfdad0cff","last_reissued_at":"2026-07-05T09:24:15.730513Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:24:15.730513Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.01984","source_version":5,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:24:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"186hBovSmZb6vtdex5gBzUBy94E8vomj8BIO6+a6Da+mDxe9T/DdbvnGskNnayvBcUb+WpF5iwFrntVaY5+2BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T10:37:06.896725Z"},"content_sha256":"c7016df7d5af7ed43536fc8b20b32b78c68fc7786c7c0a750d2e0be2ee01a349","schema_version":"1.0","event_id":"sha256:c7016df7d5af7ed43536fc8b20b32b78c68fc7786c7c0a750d2e0be2ee01a349"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:DTSJ5L7AJUMWJGFUV5MWS6WCVV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Ashwin Vaidya, Dick Ameln, Joao P. C. Bertoldo, Samet Ak\\c{c}ay","submitted_at":"2024-01-03T21:24:44Z","abstract_excerpt":"Recent advances in visual anomaly detection research have seen AUROC and AUPRO scores on public benchmark datasets such as MVTec and VisA converge towards perfect recall, giving the impression that these benchmarks are near-solved. However, high AUROC and AUPRO scores do not always reflect qualitative performance, which limits the validity of these metrics in real-world applications. We argue that the artificial ceiling imposed by the lack of an adequate evaluation metric restrains progression of the field, and it is crucial that we revisit the evaluation metrics used to rate our algorithms. I"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.01984","kind":"arxiv","version":5},"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/2401.01984/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":"2026-07-05T09:24:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OEq4Vr2f8PRvS55OYuo4Bc3i/AaTle5sRryKQ4iWkokWFJb9nMmmTcmYzq6PwWwzEPtWiJ86rir0z1QBNNhcAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T10:37:06.897246Z"},"content_sha256":"dd7f615bb57a559478079e70e051a3b22d257060e8f5114ce757a1beeaf521e5","schema_version":"1.0","event_id":"sha256:dd7f615bb57a559478079e70e051a3b22d257060e8f5114ce757a1beeaf521e5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/bundle.json","state_url":"https://pith.science/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/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":"2026-08-21T10:37:06Z","links":{"resolver":"https://pith.science/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV","bundle":"https://pith.science/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/bundle.json","state":"https://pith.science/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DTSJ5L7AJUMWJGFUV5MWS6WCVV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DTSJ5L7AJUMWJGFUV5MWS6WCVV","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":"a608e4495b58c356be89d6729c14b83c325704fde7c45a07f809375d2a8b14e9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-03T21:24:44Z","title_canon_sha256":"c17d68da0be1ed853d2a9f7d4519f16be9d20f1525a8dc6aa7e68ec6d49d1da9"},"schema_version":"1.0","source":{"id":"2401.01984","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.01984","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"arxiv_version","alias_value":"2401.01984v5","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.01984","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_12","alias_value":"DTSJ5L7AJUMW","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_16","alias_value":"DTSJ5L7AJUMWJGFU","created_at":"2026-07-05T09:24:15Z"},{"alias_kind":"pith_short_8","alias_value":"DTSJ5L7A","created_at":"2026-07-05T09:24:15Z"}],"graph_snapshots":[{"event_id":"sha256:dd7f615bb57a559478079e70e051a3b22d257060e8f5114ce757a1beeaf521e5","target":"graph","created_at":"2026-07-05T09:24:15Z","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/2401.01984/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in visual anomaly detection research have seen AUROC and AUPRO scores on public benchmark datasets such as MVTec and VisA converge towards perfect recall, giving the impression that these benchmarks are near-solved. However, high AUROC and AUPRO scores do not always reflect qualitative performance, which limits the validity of these metrics in real-world applications. We argue that the artificial ceiling imposed by the lack of an adequate evaluation metric restrains progression of the field, and it is crucial that we revisit the evaluation metrics used to rate our algorithms. I","authors_text":"Ashwin Vaidya, Dick Ameln, Joao P. C. Bertoldo, Samet Ak\\c{c}ay","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-03T21:24:44Z","title":"AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.01984","kind":"arxiv","version":5},"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:c7016df7d5af7ed43536fc8b20b32b78c68fc7786c7c0a750d2e0be2ee01a349","target":"record","created_at":"2026-07-05T09:24:15Z","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":"a608e4495b58c356be89d6729c14b83c325704fde7c45a07f809375d2a8b14e9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-03T21:24:44Z","title_canon_sha256":"c17d68da0be1ed853d2a9f7d4519f16be9d20f1525a8dc6aa7e68ec6d49d1da9"},"schema_version":"1.0","source":{"id":"2401.01984","kind":"arxiv","version":5}},"canonical_sha256":"1ce49eafe04d196498b4af59697ac2ad49e8a42963481f4826c2704bfdad0cff","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ce49eafe04d196498b4af59697ac2ad49e8a42963481f4826c2704bfdad0cff","first_computed_at":"2026-07-05T09:24:15.730513Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:24:15.730513Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZG7xJ3/W5YR+y9Rgb4mJ81xYE1IVTOSF6UkHCUUZmJKiZRQbrW01AVhf3ID4W7S2A0vWwRMTgNhDJZPUYmOwAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:24:15.730964Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.01984","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c7016df7d5af7ed43536fc8b20b32b78c68fc7786c7c0a750d2e0be2ee01a349","sha256:dd7f615bb57a559478079e70e051a3b22d257060e8f5114ce757a1beeaf521e5"],"state_sha256":"32d57bd1cd1d8a352841bf93aa69bd450100b9b5b3d2be76a7d2aa0e50c7eb41"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kgky2uB2zmJima2OGjPbLy3d7gHV+gYPdsl1/JPOr1a5SBnhAUAHTrZcAixH/Fz94xG2PZfH80l9PB3sFrUqBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T10:37:06.901831Z","bundle_sha256":"0b078fcf38dab6e4fac239f2b621e88a9b0e55e991344c057f47dce2575b7b38"}}