{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:3TGSIJTXI7ZRXKQNL2DCYTG47I","short_pith_number":"pith:3TGSIJTX","canonical_record":{"source":{"id":"2405.04782","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-08T03:13:20Z","cross_cats_sorted":[],"title_canon_sha256":"cc2532e269f9bec07657ada7d6a5f87884f71a2f622315004798bc838761cec5","abstract_canon_sha256":"45c97e44fa894d86878bb62bc89ec4f2a6d84cb4840538607c0c008b8d0f8d7a"},"schema_version":"1.0"},"canonical_sha256":"dccd24267747f31baa0d5e862c4cdcfa028553dca174ffcea80c208cd739ad57","source":{"kind":"arxiv","id":"2405.04782","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.04782","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"arxiv_version","alias_value":"2405.04782v1","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.04782","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_12","alias_value":"3TGSIJTXI7ZR","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_16","alias_value":"3TGSIJTXI7ZRXKQN","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_8","alias_value":"3TGSIJTX","created_at":"2026-07-05T08:16:54Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:3TGSIJTXI7ZRXKQNL2DCYTG47I","target":"record","payload":{"canonical_record":{"source":{"id":"2405.04782","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-08T03:13:20Z","cross_cats_sorted":[],"title_canon_sha256":"cc2532e269f9bec07657ada7d6a5f87884f71a2f622315004798bc838761cec5","abstract_canon_sha256":"45c97e44fa894d86878bb62bc89ec4f2a6d84cb4840538607c0c008b8d0f8d7a"},"schema_version":"1.0"},"canonical_sha256":"dccd24267747f31baa0d5e862c4cdcfa028553dca174ffcea80c208cd739ad57","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:16:54.236652Z","signature_b64":"bys7ajEdMXlhvM24DHn3ajMmhoDRU+t586uqF932pYZrGU2UJDnI+RxSmvsxLFlU62IhYgDkMba5VzBGmSeqBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dccd24267747f31baa0d5e862c4cdcfa028553dca174ffcea80c208cd739ad57","last_reissued_at":"2026-07-05T08:16:54.236148Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:16:54.236148Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.04782","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:16:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NOqYiiTkrJqeO1WjL3xpeVKIrR9Bg7axnusl6WWcCIgTHGpb0tp06OM5SN+jQ7I2A48P5MpfDhVJmkVQjYmiCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T09:12:48.373188Z"},"content_sha256":"e4d3567ebf557407a3aff1161ddf033895d4898db9784b221df10c7b9c87fc60","schema_version":"1.0","event_id":"sha256:e4d3567ebf557407a3aff1161ddf033895d4898db9784b221df10c7b9c87fc60"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:3TGSIJTXI7ZRXKQNL2DCYTG47I","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Hanqiu Deng, Jinan Bao, Xingyu Li, Zhaoxiang Zhang","submitted_at":"2024-05-08T03:13:20Z","abstract_excerpt":"Image Anomaly Detection has been a challenging task in Computer Vision field. The advent of Vision-Language models, particularly the rise of CLIP-based frameworks, has opened new avenues for zero-shot anomaly detection. Recent studies have explored the use of CLIP by aligning images with normal and prompt descriptions. However, the exclusive dependence on textual guidance often falls short, highlighting the critical importance of additional visual references. In this work, we introduce a Dual-Image Enhanced CLIP approach, leveraging a joint vision-language scoring system. Our methods process p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.04782","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/2405.04782/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":"2026-07-05T08:16:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"N/mDBoi6pSYv55kbJBRg7DqQUTJW9wxQAmiSIj9k7y8e0LlssDJ/7Wsc4qCWCXW9VylW4rxBAkFun1kvWBPNBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T09:12:48.374096Z"},"content_sha256":"b2ee8b502e6b73811955c18b6e395eea27873ba363ee1f312ecff373e1a3104a","schema_version":"1.0","event_id":"sha256:b2ee8b502e6b73811955c18b6e395eea27873ba363ee1f312ecff373e1a3104a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/bundle.json","state_url":"https://pith.science/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/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":"2026-08-10T09:12:48Z","links":{"resolver":"https://pith.science/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I","bundle":"https://pith.science/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/bundle.json","state":"https://pith.science/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3TGSIJTXI7ZRXKQNL2DCYTG47I/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3TGSIJTXI7ZRXKQNL2DCYTG47I","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":"45c97e44fa894d86878bb62bc89ec4f2a6d84cb4840538607c0c008b8d0f8d7a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-08T03:13:20Z","title_canon_sha256":"cc2532e269f9bec07657ada7d6a5f87884f71a2f622315004798bc838761cec5"},"schema_version":"1.0","source":{"id":"2405.04782","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.04782","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"arxiv_version","alias_value":"2405.04782v1","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.04782","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_12","alias_value":"3TGSIJTXI7ZR","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_16","alias_value":"3TGSIJTXI7ZRXKQN","created_at":"2026-07-05T08:16:54Z"},{"alias_kind":"pith_short_8","alias_value":"3TGSIJTX","created_at":"2026-07-05T08:16:54Z"}],"graph_snapshots":[{"event_id":"sha256:b2ee8b502e6b73811955c18b6e395eea27873ba363ee1f312ecff373e1a3104a","target":"graph","created_at":"2026-07-05T08:16:54Z","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/2405.04782/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Image Anomaly Detection has been a challenging task in Computer Vision field. The advent of Vision-Language models, particularly the rise of CLIP-based frameworks, has opened new avenues for zero-shot anomaly detection. Recent studies have explored the use of CLIP by aligning images with normal and prompt descriptions. However, the exclusive dependence on textual guidance often falls short, highlighting the critical importance of additional visual references. In this work, we introduce a Dual-Image Enhanced CLIP approach, leveraging a joint vision-language scoring system. Our methods process p","authors_text":"Hanqiu Deng, Jinan Bao, Xingyu Li, Zhaoxiang Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-08T03:13:20Z","title":"Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.04782","kind":"arxiv","version":1},"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:e4d3567ebf557407a3aff1161ddf033895d4898db9784b221df10c7b9c87fc60","target":"record","created_at":"2026-07-05T08:16:54Z","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":"45c97e44fa894d86878bb62bc89ec4f2a6d84cb4840538607c0c008b8d0f8d7a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-08T03:13:20Z","title_canon_sha256":"cc2532e269f9bec07657ada7d6a5f87884f71a2f622315004798bc838761cec5"},"schema_version":"1.0","source":{"id":"2405.04782","kind":"arxiv","version":1}},"canonical_sha256":"dccd24267747f31baa0d5e862c4cdcfa028553dca174ffcea80c208cd739ad57","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dccd24267747f31baa0d5e862c4cdcfa028553dca174ffcea80c208cd739ad57","first_computed_at":"2026-07-05T08:16:54.236148Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:16:54.236148Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bys7ajEdMXlhvM24DHn3ajMmhoDRU+t586uqF932pYZrGU2UJDnI+RxSmvsxLFlU62IhYgDkMba5VzBGmSeqBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:16:54.236652Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.04782","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4d3567ebf557407a3aff1161ddf033895d4898db9784b221df10c7b9c87fc60","sha256:b2ee8b502e6b73811955c18b6e395eea27873ba363ee1f312ecff373e1a3104a"],"state_sha256":"65133ddfeb9a56d0a2e0673bb9763920ecec918048dea215f2027ac968d3d303"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"N44w6HxciwvqGndDQtFgezHKmuE4KIwynJ6q47Nh1kMYAT4iuX2PcRZjt35YoFw8YGm7LEeLIl2auBSsd7FcDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T09:12:48.380459Z","bundle_sha256":"319cd2606e5af4f90570cf9a57d67bedfbbcb560b9e0c6c9ddda886545065899"}}