{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3G2YPJVNUZYCFVFPMLZ5IA2MRN","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":"0fe97542ba2610404500882fb4b33e7cdafb68c5858e3ec9aa24711cc83f1aeb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-14T15:48:43Z","title_canon_sha256":"bf0e7cdbf68594da265203aaf3bc12b7576960e5206abbcbec7ae3e537a8907b"},"schema_version":"1.0","source":{"id":"2406.10139","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.10139","created_at":"2026-07-05T08:32:05Z"},{"alias_kind":"arxiv_version","alias_value":"2406.10139v1","created_at":"2026-07-05T08:32:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.10139","created_at":"2026-07-05T08:32:05Z"},{"alias_kind":"pith_short_12","alias_value":"3G2YPJVNUZYC","created_at":"2026-07-05T08:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"3G2YPJVNUZYCFVFP","created_at":"2026-07-05T08:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"3G2YPJVN","created_at":"2026-07-05T08:32:05Z"}],"graph_snapshots":[{"event_id":"sha256:14a57deaea9faadcff2d9f0e7d256d6719dfad9885ce4dd1e8667c63e7eab740","target":"graph","created_at":"2026-07-05T08:32:05Z","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/2406.10139/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This survey investigates the transformative potential of various YOLO variants, from YOLOv1 to the state-of-the-art YOLOv10, in the context of agricultural advancements. The primary objective is to elucidate how these cutting-edge object detection models can re-energise and optimize diverse aspects of agriculture, ranging from crop monitoring to livestock management. It aims to achieve key objectives, including the identification of contemporary challenges in agriculture, a detailed assessment of YOLO's incremental advancements, and an exploration of its specific applications in agriculture. T","authors_text":"Muhammad Hussain, Mujadded Al Rabbani Alif","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-14T15:48:43Z","title":"YOLOv1 to YOLOv10: A comprehensive review of YOLO variants and their application in the agricultural domain"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.10139","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":"sha256:161adb0a8c67ca54d09d45dabe30a716e740e287d006fdd7a5e618f38371f487","target":"record","created_at":"2026-07-05T08:32:05Z","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":"0fe97542ba2610404500882fb4b33e7cdafb68c5858e3ec9aa24711cc83f1aeb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-14T15:48:43Z","title_canon_sha256":"bf0e7cdbf68594da265203aaf3bc12b7576960e5206abbcbec7ae3e537a8907b"},"schema_version":"1.0","source":{"id":"2406.10139","kind":"arxiv","version":1}},"canonical_sha256":"d9b587a6ada67022d4af62f3d4034c8b4ebbc222c52829ef66fa5fb5470dde4d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d9b587a6ada67022d4af62f3d4034c8b4ebbc222c52829ef66fa5fb5470dde4d","first_computed_at":"2026-07-05T08:32:05.943330Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:32:05.943330Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gsrgwXDyCDrdLJhZAyQk0VKpciCMwGaQZysClTrJgVJ5ZcLnzZUjV5nteMQTzuyekc8k8yz2UeMTtonf7YevAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:32:05.943746Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.10139","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:161adb0a8c67ca54d09d45dabe30a716e740e287d006fdd7a5e618f38371f487","sha256:14a57deaea9faadcff2d9f0e7d256d6719dfad9885ce4dd1e8667c63e7eab740"],"state_sha256":"b0a9a246003083881b10afa62ddd4bccf652ab7f82b20f570dd23c795e14b9e9"}