{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:2FICLQ2UWOJMPPA3PN2IYNOYVZ","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":"31bdcd575d4b79d49a4b71369de421ec52cadb1eee37ba4a1a25f6ed1cdc6970","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-01-19T18:59:52Z","title_canon_sha256":"1119eda998cdde83511f54cae9c2fc0dfbd6b2b2cf66870126de7b1ef22e00b7"},"schema_version":"1.0","source":{"id":"2401.10891","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.10891","created_at":"2026-07-05T08:05:09Z"},{"alias_kind":"arxiv_version","alias_value":"2401.10891v2","created_at":"2026-07-05T08:05:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.10891","created_at":"2026-07-05T08:05:09Z"},{"alias_kind":"pith_short_12","alias_value":"2FICLQ2UWOJM","created_at":"2026-07-05T08:05:09Z"},{"alias_kind":"pith_short_16","alias_value":"2FICLQ2UWOJMPPA3","created_at":"2026-07-05T08:05:09Z"},{"alias_kind":"pith_short_8","alias_value":"2FICLQ2U","created_at":"2026-07-05T08:05:09Z"}],"graph_snapshots":[{"event_id":"sha256:00df92c472455426123a7cc368a4de64d04302a03ead1f7e6a21f094958a7bf1","target":"graph","created_at":"2026-07-05T08:05:09Z","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/2401.10891/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This work presents Depth Anything, a highly practical solution for robust monocular depth estimation. Without pursuing novel technical modules, we aim to build a simple yet powerful foundation model dealing with any images under any circumstances. To this end, we scale up the dataset by designing a data engine to collect and automatically annotate large-scale unlabeled data (~62M), which significantly enlarges the data coverage and thus is able to reduce the generalization error. We investigate two simple yet effective strategies that make data scaling-up promising. First, a more challenging o","authors_text":"Bingyi Kang, Hengshuang Zhao, Jiashi Feng, Lihe Yang, Xiaogang Xu, Zilong Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-01-19T18:59:52Z","title":"Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.10891","kind":"arxiv","version":2},"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":"sha256:753665752752e884f044431cbc941e53455b96169c20dc51e006c76a21aaa9aa","target":"record","created_at":"2026-07-05T08:05:09Z","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":"31bdcd575d4b79d49a4b71369de421ec52cadb1eee37ba4a1a25f6ed1cdc6970","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-01-19T18:59:52Z","title_canon_sha256":"1119eda998cdde83511f54cae9c2fc0dfbd6b2b2cf66870126de7b1ef22e00b7"},"schema_version":"1.0","source":{"id":"2401.10891","kind":"arxiv","version":2}},"canonical_sha256":"d15025c354b392c7bc1b7b748c35d8ae6647c39ec02381bc4910d78a9fe92852","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d15025c354b392c7bc1b7b748c35d8ae6647c39ec02381bc4910d78a9fe92852","first_computed_at":"2026-07-05T08:05:09.503073Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:05:09.503073Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mJelh0QEenM9y2GtxcJMTW7f/9Sjbnzuy/4Qr37mrZV9otw0On4nPkH+rUKJY/xxfm6yxC0UOt7Hu6A1IdwKBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:05:09.503539Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.10891","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:753665752752e884f044431cbc941e53455b96169c20dc51e006c76a21aaa9aa","sha256:00df92c472455426123a7cc368a4de64d04302a03ead1f7e6a21f094958a7bf1"],"state_sha256":"ba7c9f8c57d8c6617bf9dc538c3916aa45dd03baebab8e826d1b53bf3ddbecf5"}