{"adoption": {"forks": 3719, "observed_at": "2026-08-28T04:11:26.327665+00:00", "stars": 18117}, "canonical_url": "https://ross.abutalabs.com/products/codeformer", "card": {"archived": false, "artifact_type": "library", "description": "[NeurIPS 2022] Towards Robust Blind Face Restoration with Codebook Lookup Transformer", "domain": ["computer-vision", "image-processing", "deep-learning", "artificial-intelligence"], "enriched": true, "function": ["image-processing", "machine-learning", "deep-learning"], "health_score": 52, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "stable", "member_repos": ["sczhou/CodeFormer"], "name": "sczhou/CodeFormer", "platform": ["python", "cross-platform"], "pushed_at": "2025-11-18T12:03:30+00:00", "repo": "sczhou/CodeFormer", "stars": 18117, "tags": ["face-restoration", "super-resolution", "blind-face-restoration", "vqgan", "transformer", "codebook", "face-inpainting", "colorization", "pytorch", "neurips-2022", "gpu"], "topics": ["codebook", "codeformer", "face-enhancement", "face-restoration", "pytorch", "super-resolution", "vqgan", "restoration"], "urls": [], "use_cases": ["restore old blurry face photos", "enhance low-quality faces in images", "upscale and denoise faces in videos", "fix degraded AI-generated face art", "colorize black-and-white face images", "inpaint missing regions of aligned face crops"], "what_it_is": "CodeFormer is a PyTorch-based blind face restoration model using a codebook lookup transformer, published at NeurIPS 2022. It restores and enhances degraded face images with support for super-resolution, inpainting, colorization, and video input.", "when_to_avoid": ["you need general-purpose image restoration beyond faces", "you lack a GPU or want lightweight real-time processing", "you require a permissive open-source license for commercial use"], "when_to_choose": ["you need state-of-the-art blind face restoration on degraded photos", "you want pretrained checkpoints plus inference and training code", "you need face enhancement for images or videos in a Python pipeline"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/codeformer", "repo": "sczhou/CodeFormer", "role": "main", "score": 46}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.327665+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:02:09.242976+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e395216d5a3f6f02890fb2a5499397475fd62d611da2aecfb2508fdb27d100a6", "fetched_at": "2026-08-28T04:11:26.327665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sczhou/CodeFormer"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 52, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1534, "days_push": 288, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 46, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}