{"adoption": {"forks": 689, "observed_at": "2026-08-28T04:09:40.064543+00:00", "stars": 6213}, "canonical_url": "https://ross.abutalabs.com/products/depth-anything-3", "card": {"archived": false, "artifact_type": "library", "description": "Depth Anything 3", "domain": ["computer-vision", "deep-learning", "machine-learning", "artificial-intelligence", "graphics"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing", "gpu-computing"], "health_score": 77, "homepage": "https://depth-anything-3.github.io/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["ByteDance-Seed/Depth-Anything-3"], "name": "ByteDance-Seed/Depth-Anything-3", "platform": ["python", "cross-platform"], "pushed_at": "2026-07-27T06:07:26+00:00", "repo": "ByteDance-Seed/Depth-Anything-3", "stars": 6213, "tags": ["depth-estimation", "monocular-depth", "multi-view-geometry", "camera-pose-estimation", "3d-reconstruction", "transformer", "novel-view-synthesis", "slam", "3dgs", "pytorch", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["estimate depth from a single image", "reconstruct 3D geometry from multiple views or video", "estimate camera poses from unposed images", "render novel views with 3D Gaussian splatting", "run depth inference on long videos with limited GPU memory", "build SLAM or visual-geometry pipelines on top of a pretrained model"], "what_it_is": "Depth Anything 3 (DA3) is a transformer-based model that predicts spatially consistent depth and geometry from any number of visual inputs, with or without known camera poses. It provides Python inference code and pretrained weights, including a streaming mode for ultra-long video sequences on modest GPU memory.", "when_to_avoid": ["you need real-time depth on CPU or edge devices without a GPU", "you need metric depth with guaranteed absolute scale out of the box", "you need a lightweight model for production mobile deployment"], "when_to_choose": ["you need state-of-the-art monocular or multi-view depth estimation", "you need camera pose estimation and geometry from arbitrary unposed views", "you want a plain-transformer model trained only on public datasets", "you need streaming inference for long video under 12GB GPU memory"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/depth-anything-3", "repo": "ByteDance-Seed/Depth-Anything-3", "role": "main", "score": 59}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:40.064543+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:47:16.461278+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "74dd4f6c1de159fcdd73f0a69a6085411e72b32115aa54594418cc720aef7a88", "fetched_at": "2026-08-28T04:09:40.064543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ByteDance-Seed/Depth-Anything-3"}, {"content_hash": "bdbd63981cc8100dcccf2efc3e5db3193b61d2b236166317af2e9ef9402ca79a", "fetched_at": "2026-08-29T08:43:36.986948+00:00", "kind": "homepage", "missing": false, "url": "https://depth-anything-3.github.io/"}, {"content_hash": "465815314ee511a46103bba1fc901f5dafc09c695436fb8b946882a6604d63f8", "fetched_at": "2026-08-29T08:43:36.996260+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/depth-anything-3/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 94, "longevity": 21, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 294, "days_push": 37, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 59, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}