{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TXWR6GFGPKNFOS7L5FNB4I3TUC","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":"fd6d953f802b534dfad116fedec62b466d7bfb15dfae780fadbc84e667ae2a73","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-21T13:49:51Z","title_canon_sha256":"c8ddc3342513a77a65608b2fb935bf66ce65a7ec69db62306e84df2af6e76685"},"schema_version":"1.0","source":{"id":"2509.17078","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.17078","created_at":"2026-06-09T01:05:09Z"},{"alias_kind":"arxiv_version","alias_value":"2509.17078v3","created_at":"2026-06-09T01:05:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.17078","created_at":"2026-06-09T01:05:09Z"},{"alias_kind":"pith_short_12","alias_value":"TXWR6GFGPKNF","created_at":"2026-06-09T01:05:09Z"},{"alias_kind":"pith_short_16","alias_value":"TXWR6GFGPKNFOS7L","created_at":"2026-06-09T01:05:09Z"},{"alias_kind":"pith_short_8","alias_value":"TXWR6GFG","created_at":"2026-06-09T01:05:09Z"}],"graph_snapshots":[{"event_id":"sha256:0bf022ebecf42cd714c1d8a3b7055b1cf02cdc603c4a7f16295f94c539117083","target":"graph","created_at":"2026-06-09T01:05:09Z","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/2509.17078/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While one-stage detectors like YOLOv8 offer fast training speed, they often under-perform on detecting small objects as a trade-off. This becomes even more critical when detecting tiny objects in aerial imagery due to low-resolution targets and cluttered backgrounds.\n  To address this, we introduce four enhancement strategies-input image resolution adjustment, data augmentation, attention mechanisms, and an alternative gating function for attention modules-that can be easily implemented on YOLOv8. We demonstrate that image size enlargement and the proper use of augmentation can lead to enhance","authors_text":"Kihyun Kim, Michalis Lazarou, Tania Stathaki","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-21T13:49:51Z","title":"Enhanced Detection of Tiny Objects in Aerial Images"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.17078","kind":"arxiv","version":3},"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":"sha256:611bf2dab5588ea2a38aa2b027b30abbc6574a7b6ab5fb93092b6530e2a3da8e","target":"record","created_at":"2026-06-09T01:05:09Z","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":"fd6d953f802b534dfad116fedec62b466d7bfb15dfae780fadbc84e667ae2a73","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-21T13:49:51Z","title_canon_sha256":"c8ddc3342513a77a65608b2fb935bf66ce65a7ec69db62306e84df2af6e76685"},"schema_version":"1.0","source":{"id":"2509.17078","kind":"arxiv","version":3}},"canonical_sha256":"9ded1f18a67a9a574bebe95a1e2373a090d03cad210ca21a5098f30475449857","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9ded1f18a67a9a574bebe95a1e2373a090d03cad210ca21a5098f30475449857","first_computed_at":"2026-06-09T01:05:09.403305Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-09T01:05:09.403305Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uRUQRLkxaCW08UTtViOg1YnQ5MBcOkBKI1Idps3Z0DsIQWIOApJEBH5J4t2p5J0UQmbmt3cylrFmK2JefNm+AQ==","signature_status":"signed_v1","signed_at":"2026-06-09T01:05:09.403775Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.17078","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:611bf2dab5588ea2a38aa2b027b30abbc6574a7b6ab5fb93092b6530e2a3da8e","sha256:0bf022ebecf42cd714c1d8a3b7055b1cf02cdc603c4a7f16295f94c539117083"],"state_sha256":"985a2b61c335a3c226097a71e0679d725cae58154857cb7b27022e8745266b2d"}