{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XY4BOEOGVHWNN6I7OCGOGFUQHY","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":"f176b53c428a4ec8bfdb70997697e7789123d91e99ccd4eb2ece495929d4757c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-25T15:38:24Z","title_canon_sha256":"61afec061676d5a99ec42288c9405f5abe6d564dedb2761412b5082e1bfd3300"},"schema_version":"1.0","source":{"id":"2410.19635","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.19635","created_at":"2026-07-05T09:25:59Z"},{"alias_kind":"arxiv_version","alias_value":"2410.19635v1","created_at":"2026-07-05T09:25:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.19635","created_at":"2026-07-05T09:25:59Z"},{"alias_kind":"pith_short_12","alias_value":"XY4BOEOGVHWN","created_at":"2026-07-05T09:25:59Z"},{"alias_kind":"pith_short_16","alias_value":"XY4BOEOGVHWNN6I7","created_at":"2026-07-05T09:25:59Z"},{"alias_kind":"pith_short_8","alias_value":"XY4BOEOG","created_at":"2026-07-05T09:25:59Z"}],"graph_snapshots":[{"event_id":"sha256:d05bcc355f1bc143a252f744a1f9299012fe1e0081f3fb626a3b34ba624a84b0","target":"graph","created_at":"2026-07-05T09:25:59Z","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/2410.19635/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent vision foundation models can extract universal representations and show impressive abilities in various tasks. However, their application on object detection is largely overlooked, especially without fine-tuning them. In this work, we show that frozen foundation models can be a versatile feature enhancer, even though they are not pre-trained for object detection. Specifically, we explore directly transferring the high-level image understanding of foundation models to detectors in the following two ways. First, the class token in foundation models provides an in-depth understanding of th","authors_text":"Junkai Yan, Qize Yang, Shenghao Fu, Wei-Shi Zheng, Xiaohua Xie, Xihan Wei","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-25T15:38:24Z","title":"Frozen-DETR: Enhancing DETR with Image Understanding from Frozen Foundation Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.19635","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:c15b8856aa50264f2757369dfccf6ee9f74d0c6cb001c9714221c676cd6d8c78","target":"record","created_at":"2026-07-05T09:25:59Z","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":"f176b53c428a4ec8bfdb70997697e7789123d91e99ccd4eb2ece495929d4757c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-25T15:38:24Z","title_canon_sha256":"61afec061676d5a99ec42288c9405f5abe6d564dedb2761412b5082e1bfd3300"},"schema_version":"1.0","source":{"id":"2410.19635","kind":"arxiv","version":1}},"canonical_sha256":"be381711c6a9ecd6f91f708ce316903e38b1091abcebc9fc0f8d9930e237efc0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"be381711c6a9ecd6f91f708ce316903e38b1091abcebc9fc0f8d9930e237efc0","first_computed_at":"2026-07-05T09:25:59.543484Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:25:59.543484Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+6v/QjFM4G91EHYCNPb53rEUZYX4gLIvWZXM/QXpvmiLGucR+MCZzoOE/TEK720J0syHck3HJWGIeQTOMB6RCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:25:59.543955Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.19635","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c15b8856aa50264f2757369dfccf6ee9f74d0c6cb001c9714221c676cd6d8c78","sha256:d05bcc355f1bc143a252f744a1f9299012fe1e0081f3fb626a3b34ba624a84b0"],"state_sha256":"df69f05c0d6b84908208a8520af4c4a73c44911e530aa0d59aca3a517c2a7ef1"}