{"adoption": {"forks": 93, "observed_at": "2026-08-28T04:04:44.885624+00:00", "stars": 1443}, "canonical_url": "https://ross.abutalabs.com/products/invsr", "card": {"archived": false, "artifact_type": "library", "description": "Arbitrary-steps Image Super-resolution via Diffusion Inversion (CVPR 2025)", "domain": ["image-processing", "computer-vision", "deep-learning", "artificial-intelligence"], "enriched": true, "function": ["image-processing", "machine-learning", "deep-learning", "llm-inference"], "health_score": 60, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["zsyOAOA/InvSR"], "name": "zsyOAOA/InvSR", "platform": ["python", "cross-platform"], "pushed_at": "2026-02-07T23:01:09+00:00", "repo": "zsyOAOA/InvSR", "stars": 1443, "tags": ["super-resolution", "diffusion-models", "diffusion-inversion", "cvpr-2025", "image-restoration", "research-code", "gradio-demo", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["upscale low-resolution images with diffusion models", "one-step image super-resolution", "restore blurry or degraded photos to high resolution", "run super-resolution with a configurable number of sampling steps", "experiment with diffusion inversion for image restoration", "deploy an image upscaling demo on Hugging Face or Replicate"], "what_it_is": "InvSR is a Python research library implementing arbitrary-steps image super-resolution via diffusion inversion, leveraging pre-trained diffusion models with a partial noise prediction strategy. It supports flexible sampling from one to five steps and ships with Gradio, Hugging Face, Replicate, and Colab demos.", "when_to_avoid": ["you need a lightweight CPU-only upscaler", "you require a permissively licensed production library (license is non-standard)", "you only need simple classical upscaling like Lanczos or ESRGAN"], "when_to_choose": ["you need state-of-the-art diffusion-based super-resolution with fast, few-step sampling", "you want a research-grade SR model with ready-made online demos", "you have a GPU and want flexible control over the quality/speed trade-off"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/invsr", "repo": "zsyOAOA/InvSR", "role": "main", "score": 51}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.885624+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:36:22.665910+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7bacc51e2e013ed84ad2d0ddccf778bb9c5a53687c3832c7636076bf1866ae3f", "fetched_at": "2026-08-28T04:04:44.885624+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zsyOAOA/InvSR"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 66, "longevity": 45, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 634, "days_push": 207, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 51, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}