{"adoption": {"forks": 95, "observed_at": "2026-08-28T04:04:41.757104+00:00", "stars": 1427}, "canonical_url": "https://ross.abutalabs.com/products/resshift", "card": {"archived": false, "artifact_type": "library", "description": "ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting (NeurIPS@2023 Spotlight, TPAMI@2024)", "domain": ["image-processing", "computer-vision", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["image-processing", "machine-learning", "deep-learning"], "health_score": 76, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["zsyOAOA/ResShift"], "name": "zsyOAOA/ResShift", "platform": ["python", "cross-platform"], "pushed_at": "2026-07-08T11:06:15+00:00", "repo": "zsyOAOA/ResShift", "stars": 1427, "tags": ["diffusion-model", "super-resolution", "image-restoration", "deblurring", "neurips", "research-code", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["upscale low-resolution images with a diffusion model", "fast image super-resolution with few sampling steps", "real-world image super-resolution", "deblur blurry photos with a diffusion model", "train a custom super-resolution diffusion model", "compare super-resolution models on synthetic and real datasets"], "what_it_is": "ResShift is an efficient diffusion model for image super-resolution that transfers between low- and high-resolution images by shifting residuals, achieving strong results with as few as 15 sampling steps. It includes training and inference code, plus Gradio, Colab, and Replicate demos, and also supports deblurring.", "when_to_avoid": ["you need a lightweight non-deep-learning upscaler for production apps", "you lack a GPU and cannot afford diffusion inference costs", "you need a simple GUI-only tool without coding"], "when_to_choose": ["you need high-quality super-resolution with fast inference", "you want a research-grade diffusion SR model with training code", "you need both super-resolution and deblurring in one framework"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/resshift", "repo": "zsyOAOA/ResShift", "role": "main", "score": 62}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.757104+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:37:24.478612+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32d9259c311f5d2ad459e3322d63937518cb9f543a5b1bec4285fd3b15767b38", "fetched_at": "2026-08-28T04:04:41.757104+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/ResShift"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 90, "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": 1266, "days_push": 56, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 62, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}