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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ishan Misra", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Michael Rabbat", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Vasu Sharma", "note": "Archive attribution; 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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Piotr Bojanowski", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "DINOv2 official code and models — Meta FAIR", "url": "https://github.com/facebookresearch/dinov2" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "Performance is evaluated on specified vision benchmarks; the project does not show that all downstream vision tasks require no supervision.", "domain": "Self-supervised computer vision" }, "sources": [ { "citation": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2" }, { "citation": "DINOv2 official code and models — Meta FAIR", "url": "https://github.com/facebookresearch/dinov2" } ], "statement": "# Oquab and colleagues: DINOv2 self-supervised visual features\n\nScaled self-supervised vision representation learning with a curated image corpus and training recipe, reporting transferable visual features without task labels.\n\n## Scientific scope\n\nPerformance is evaluated on specified vision benchmarks; the project does not show that all downstream vision tasks require no supervision.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nMaxime Oquab; Timothée Darcet; Théo Moutakanni; Huy Vo; Marc Szafraniec; Vasil Khalidov; Pierre Fernandez; Daniel Haziza; Francisco Massa; Alaaeldin El-Nouby; Mahmoud Assran; Nicolas Ballas; Wojciech Galuba; Russell Howes; Po-Yao Huang; Shang-Wen Li; Ishan Misra; Michael Rabbat; Vasu Sharma; Gabriel Synnaeve; Hu Xu; Hervé Jegou; Julien Mairal; Patrick Labatut; Armand Joulin; Piotr Bojanowski\n\nComplete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.\n\n\n\n## Original sources\n\n- [Oquab and colleagues: DINOv2 self-supervised visual features — original paper](https://arxiv.org/abs/2304.07193v2)\n- [DINOv2 official code and models — Meta FAIR](https://github.com/facebookresearch/dinov2)\n", "summary": "Scaled self-supervised vision representation learning with a curated image corpus and training recipe, reporting transferable visual features without task labels.", "title": "Oquab and colleagues: DINOv2 self-supervised visual features" }, "record_id": "urn:uuid:7b44d628-9f99-47db-a511-56ca256fc273", "version": 1, "source_ref": { "record_id": "urn:uuid:7b44d628-9f99-47db-a511-56ca256fc273", "version": 1, "content_hash": "sha256:dfc6ce93ed52766f8d8d5ba13eb60e326efb0d195668d49323518f885781ac26" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:5074a6969b7f3d097fb8ee228ddf271ff9b88a192df046d5651640a1a72d2b9f" }, "target": { "record_id": "urn:uuid:7b44d628-9f99-47db-a511-56ca256fc273", "version": 1, "content_hash": "sha256:dfc6ce93ed52766f8d8d5ba13eb60e326efb0d195668d49323518f885781ac26" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "oquab-et-al-dinov2-2023", "entry_id": "oquab-et-al-dinov2-2023", "revision": 1, "title": "Oquab and colleagues: DINOv2 self-supervised visual features", "context": "Self-supervised computer vision", "track": "Human-designed AI research method or resource", "band": "B", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-09-27", "evidence_cutoff": "2026-09-27", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Scaled self-supervised vision representation learning with a curated image corpus and training recipe, reporting transferable visual features without task labels.", "scope": "Scaled self-supervised vision representation learning with a curated image corpus and training recipe, reporting transferable visual features without task labels. Scope limitation: Performance is evaluated on specified vision benchmarks; the project does not show that all downstream vision tasks require no supervision.", "evidence_summary": "The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. Performance is evaluated on specified vision benchmarks; the project does not show that all downstream vision tasks require no supervision.", "references": [ { "title": "Oquab and colleagues: DINOv2 self-supervised visual features — original paper", "url": "https://arxiv.org/abs/2304.07193v2", "locator": "Abstract and complete bibliographic byline for 2304.07193v2; not an independent proof or experimental replication." }, { "title": "DINOv2 official code and models — Meta FAIR", "url": "https://github.com/facebookresearch/dinov2", "locator": "Source-linked contribution and stated scientific limits; not an independent replication." } ], "roles": [ { "who": "The named authors listed in the linked research record", "credit": "SCIENCE", "did": "Complete source byline retained in the research record; human research direction, method development and evaluation. Individual labor shares are not measured." } ], "target": { "record_id": "urn:uuid:7b44d628-9f99-47db-a511-56ca256fc273", "version": 1, "content_hash": "sha256:dfc6ce93ed52766f8d8d5ba13eb60e326efb0d195668d49323518f885781ac26" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "26000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }