{"adoption": {"forks": 281, "observed_at": "2026-08-28T04:06:37.996443+00:00", "stars": 2334}, "canonical_url": "https://ross.abutalabs.com/products/dpt", "card": {"archived": true, "artifact_type": "library", "description": "Dense Prediction Transformers", "domain": ["computer-vision", "deep-learning", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing"], "health_score": 10, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["isl-org/DPT"], "name": "isl-org/DPT", "platform": ["python", "cross-platform"], "pushed_at": "2024-12-18T16:24:13+00:00", "repo": "isl-org/DPT", "stars": 2334, "tags": ["vision-transformer", "depth-estimation", "semantic-segmentation", "monodepth", "pytorch", "dense-prediction", "discontinued"], "topics": [], "urls": [], "use_cases": ["estimate depth from a single image", "run monocular depth estimation on photos", "perform semantic segmentation with a vision transformer", "get pretrained DPT models for depth and segmentation", "use vision transformers for dense prediction tasks", "depth estimation for autonomous driving datasets like KITTI"], "what_it_is": "DPT (Dense Prediction Transformers) is Intel's implementation of Vision Transformers for dense prediction tasks, providing pretrained models for monocular depth estimation and semantic segmentation. It is Python/PyTorch-based inference code released alongside the paper 'Vision Transformers for Dense Prediction'.", "when_to_avoid": ["you need actively maintained software with bug fixes and updates", "you require production support or new model releases", "you want a project that accepts patches or contributions", "you need compatibility with recent PyTorch versions without adaptation"], "when_to_choose": ["you need pretrained transformer-based monocular depth estimation models", "you want semantic segmentation with ViT-based architectures", "you need a reference implementation of the DPT paper", "you want depth models finetuned on KITTI or NYUv2"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/dpt", "repo": "isl-org/DPT", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.996443+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:37:46.518476+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e8f6e183deab93b2873235357c3b0a51d4b04e9dad23e6114e82e05f42b541d2", "fetched_at": "2026-08-28T04:06:37.996443+00:00", "kind": "readme", "missing": false, "url": "https://github.com/isl-org/DPT"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1990, "days_push": 623, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}