{"adoption": {"forks": 1407, "observed_at": "2026-08-28T04:10:20.530705+00:00", "stars": 8367}, "canonical_url": "https://ross.abutalabs.com/products/basicsr", "card": {"archived": false, "artifact_type": "library", "description": "Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.", "domain": ["computer-vision", "image-processing", "deep-learning", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "video-processing"], "health_score": 20, "homepage": "https://basicsr.readthedocs.io/en/latest/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "stable", "member_repos": ["XPixelGroup/BasicSR"], "name": "XPixelGroup/BasicSR", "platform": ["python", "cross-platform"], "pushed_at": "2024-07-21T04:16:22+00:00", "repo": "XPixelGroup/BasicSR", "stars": 8367, "tags": ["super-resolution", "image-restoration", "pytorch", "denoising", "deblurring", "esrgan", "swinir", "video-restoration", "model-zoo", "training-framework", "gpu"], "topics": ["basicsr", "esrgan", "edsr", "rcan", "edvr", "srresnet", "srgan", "super-resolution", "restoration", "pytorch", "stylegan2", "dfdnet", "basicvsr", "swinir", "ecbsr"], "urls": [], "use_cases": ["upscale low-resolution images with deep learning", "remove noise from photos using neural networks", "deblur blurry images or video frames", "restore compressed JPEG images", "train a custom super-resolution model in PyTorch", "enhance video quality frame by frame", "benchmark image restoration models"], "what_it_is": "BasicSR is an open-source PyTorch toolbox for image and video restoration tasks such as super-resolution, denoising, deblurring, and JPEG artifact removal. It includes implementations of many state-of-the-art models like EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, and ECBSR, with training and testing pipelines.", "when_to_avoid": ["you need a simple one-click GUI upscaler rather than a research toolbox", "your task is unrelated to restoration (e.g., generation-only or classification)", "you need non-PyTorch frameworks like TensorFlow or ONNX-only inference"], "when_to_choose": ["you need a PyTorch framework for training or evaluating image/video restoration models", "you want ready implementations of classic and SOTA super-resolution architectures", "you need both image and video restoration in one toolbox"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/basicsr", "repo": "XPixelGroup/BasicSR", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.530705+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:27:33.678182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "afd9cd558520a896e709e62ee7cf5388f47de07b120e8fff94c813e96b986d93", "fetched_at": "2026-08-28T04:10:20.530705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/XPixelGroup/BasicSR"}, {"content_hash": "c21ed59806b262a30d8a1afca0e425ae7795e977fe31cdb93a26755c26b004f3", "fetched_at": "2026-08-29T08:27:26.861786+00:00", "kind": "homepage", "missing": false, "url": "https://basicsr.readthedocs.io/en/latest/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3058, "days_push": 773, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}