{"adoption": {"forks": 185, "observed_at": "2026-08-28T04:05:07.249963+00:00", "stars": 1583}, "canonical_url": "https://ross.abutalabs.com/products/hat", "card": {"archived": false, "artifact_type": "library", "description": "CVPR2023 - Activating More Pixels in Image Super-Resolution Transformer TPAMI - HAT: Hybrid Attention Transformer for Image Restoration", "domain": ["computer-vision", "image-processing", "deep-learning"], "enriched": true, "function": ["image-processing", "machine-learning", "deep-learning"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "stable", "member_repos": ["XPixelGroup/HAT"], "name": "XPixelGroup/HAT", "platform": ["python"], "pushed_at": "2024-06-02T11:55:42+00:00", "repo": "XPixelGroup/HAT", "stars": 1583, "tags": ["super-resolution", "transformer", "image-restoration", "cvpr2023", "pytorch", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["upscale low-resolution images with a transformer model", "restore real-world degraded photos to high resolution", "benchmark super-resolution models on Set5, Set14, Urban100, Manga109", "train a custom image super-resolution model", "sharpen and denoise images with GAN-based SR"], "what_it_is": "HAT (Hybrid Attention Transformer) is a PyTorch implementation of a state-of-the-art transformer model for image super-resolution and restoration, published at CVPR 2023 and extended in TPAMI. It includes pretrained models, real-world GAN-based SR variants, and inference tooling with tile mode for limited GPU memory.", "when_to_avoid": ["you need fast, lightweight upscaling on CPU or mobile", "you only need simple bicubic or Lanczos resizing", "you lack a GPU and can't tolerate slow inference"], "when_to_choose": ["you need top-tier image super-resolution quality", "you want pretrained models for 4x upscaling or real-world SR", "you're doing research on transformer-based image restoration"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/hat", "repo": "XPixelGroup/HAT", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.249963+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:55:59.936489+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "05edb6358bd60d49e1e20ee762eac1159b63e4caa1316a1cb928948a835b6f2d", "fetched_at": "2026-08-28T04:05:07.249963+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/HAT"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "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": 1589, "days_push": 822, "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}}