{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:FRFVNPI4XYXWM5JEC5OBI2SVMA","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":"09fdd042ad0a66d50061dca9a67667dee00c122643bb301dade43a8066611007","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-04-02T10:27:34Z","title_canon_sha256":"ac7b26b874d0129533a2a904ae6035e2191ed299448e810050519c7240d33b38"},"schema_version":"1.0","source":{"id":"2304.00501","kind":"arxiv","version":7}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.00501","created_at":"2026-07-05T07:40:52Z"},{"alias_kind":"arxiv_version","alias_value":"2304.00501v7","created_at":"2026-07-05T07:40:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.00501","created_at":"2026-07-05T07:40:52Z"},{"alias_kind":"pith_short_12","alias_value":"FRFVNPI4XYXW","created_at":"2026-07-05T07:40:52Z"},{"alias_kind":"pith_short_16","alias_value":"FRFVNPI4XYXWM5JE","created_at":"2026-07-05T07:40:52Z"},{"alias_kind":"pith_short_8","alias_value":"FRFVNPI4","created_at":"2026-07-05T07:40:52Z"}],"graph_snapshots":[{"event_id":"sha256:b87903fa24f7bb4f6f3b00eca399eb6868d1e2ce59923ab3062865832ea567bf","target":"graph","created_at":"2026-07-05T07:40:52Z","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/2304.00501/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"YOLO has become a central real-time object detection system for robotics, driverless cars, and video monitoring applications. We present a comprehensive analysis of YOLO's evolution, examining the innovations and contributions in each iteration from the original YOLO up to YOLOv8, YOLO-NAS, and YOLO with Transformers. We start by describing the standard metrics and postprocessing; then, we discuss the major changes in network architecture and training tricks for each model. Finally, we summarize the essential lessons from YOLO's development and provide a perspective on its future, highlighting","authors_text":"Diana Cordova-Esparza, Juan Terven","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-04-02T10:27:34Z","title":"A Comprehensive Review of YOLO Architectures in Computer Vision: From YOLOv1 to YOLOv8 and YOLO-NAS"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.00501","kind":"arxiv","version":7},"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:ce26f73836988cc589ace5922f396c123b4fb31fcb2816d32702370c21ac362a","target":"record","created_at":"2026-07-05T07:40:52Z","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":"09fdd042ad0a66d50061dca9a67667dee00c122643bb301dade43a8066611007","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-04-02T10:27:34Z","title_canon_sha256":"ac7b26b874d0129533a2a904ae6035e2191ed299448e810050519c7240d33b38"},"schema_version":"1.0","source":{"id":"2304.00501","kind":"arxiv","version":7}},"canonical_sha256":"2c4b56bd1cbe2f667524175c146a55602f0279faa7b67465540930b00110c90c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2c4b56bd1cbe2f667524175c146a55602f0279faa7b67465540930b00110c90c","first_computed_at":"2026-07-05T07:40:52.528915Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:40:52.528915Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EUVozqGLAznsh/bAux1hKxNJ6ZJJ2nn0ujgJcW5oYnO/dinydNsBmyaStuFe5kLAMkRztBbgbh9tc6ZFaHEaCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:40:52.529419Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.00501","source_kind":"arxiv","source_version":7}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ce26f73836988cc589ace5922f396c123b4fb31fcb2816d32702370c21ac362a","sha256:b87903fa24f7bb4f6f3b00eca399eb6868d1e2ce59923ab3062865832ea567bf"],"state_sha256":"4c28a4e113b86fe657636a8e5d841acd9635609c9441bb6e5294d1fc11347fcc"}