{"adoption": {"forks": 155, "observed_at": "2026-08-28T04:05:29.757972+00:00", "stars": 1736}, "canonical_url": "https://ross.abutalabs.com/products/oneformer", "card": {"archived": false, "artifact_type": "library", "description": "[CVPR 2023] OneFormer: One Transformer to Rule Universal Image Segmentation", "domain": ["computer-vision", "image-processing", "deep-learning", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "computer-vision", "image-processing", "deep-learning"], "health_score": 20, "homepage": "https://praeclarumjj3.github.io/oneformer", "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["SHI-Labs/OneFormer"], "name": "SHI-Labs/OneFormer", "platform": ["python", "cross-platform"], "pushed_at": "2024-10-03T03:19:15+00:00", "repo": "SHI-Labs/OneFormer", "stars": 1736, "tags": ["image-segmentation", "panoptic-segmentation", "semantic-segmentation", "instance-segmentation", "transformer", "pytorch", "cvpr-2023", "universal-segmentation", "huggingface", "gpu"], "topics": ["ade20k", "cityscapes", "coco", "image-segmentation", "instance-segmentation", "panoptic-segmentation", "semantic-segmentation", "transformer", "oneformer", "universal-segmentation"], "urls": [], "use_cases": ["run panoptic segmentation on images", "semantic segmentation of street scenes", "instance segmentation on COCO images", "segment images with a single universal model", "fine-tune a segmentation transformer on my dataset", "compare segmentation models on ADE20K benchmarks"], "what_it_is": "OneFormer is a universal image segmentation framework (CVPR 2023) that unifies semantic, instance, and panoptic segmentation in a single transformer model trained once with task tokens and contrastive learning. It provides PyTorch code, pretrained checkpoints, and HuggingFace/Colab integrations for ADE20K, Cityscapes, and COCO.", "when_to_avoid": ["you need lightweight real-time segmentation on edge devices", "you only need simple classical segmentation like thresholding", "you cannot use GPU resources for training or inference"], "when_to_choose": ["you need one model handling semantic, instance, and panoptic segmentation", "you want state-of-the-art transformer segmentation with pretrained checkpoints", "you want HuggingFace transformers integration for easy inference"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/oneformer", "repo": "SHI-Labs/OneFormer", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:29.757972+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:30:40.504330+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b0c3251332366d28ef80f206f38727daab075bcaedd99337da100959c8ba6b6b", "fetched_at": "2026-08-28T04:05:29.757972+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SHI-Labs/OneFormer"}, {"content_hash": "35f5e0419d4c98ff35377e82d66ab9c5d1d9b0a83754909a07c9c408dc9d822c", "fetched_at": "2026-08-29T11:07:51.853996+00:00", "kind": "homepage", "missing": false, "url": "https://praeclarumjj3.github.io/oneformer"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1400, "days_push": 699, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}