{"adoption": {"forks": 225, "observed_at": "2026-08-28T04:04:07.942203+00:00", "stars": 1249}, "canonical_url": "https://ross.abutalabs.com/products/awesome-speech-enhancement", "card": {"archived": false, "artifact_type": "learning-resource", "description": "speech enhancement\\speech seperation\\sound source localization", "domain": ["speech-processing", "machine-learning", "awesome-lists"], "enriched": true, "function": ["audio-processing", "speech-recognition", "machine-learning", "developer-tools"], "health_score": 20, "homepage": null, "language": null, "license": "GPL-2.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["WenzheLiu-Speech/awesome-speech-enhancement"], "name": "WenzheLiu-Speech/awesome-speech-enhancement", "platform": ["cross-platform"], "pushed_at": "2023-11-14T09:00:38+00:00", "repo": "WenzheLiu-Speech/awesome-speech-enhancement", "stars": 1249, "tags": ["awesome-list", "speech-enhancement", "speech-separation", "sound-source-localization", "papers", "denoising", "beamforming", "audio"], "topics": [], "urls": [], "use_cases": ["find papers on speech enhancement", "find open-source speech separation code", "research noise suppression models", "learn about beamforming and array signal processing", "find datasets for audio denoising", "compare deep learning approaches for speech enhancement"], "what_it_is": "A curated awesome-list of papers, code repositories, tools, books, and resources for speech enhancement, speech separation, dereverberation, and array signal processing. It organizes research by technique (spectral masking, spectral mapping, etc.) with links to implementations.", "when_to_avoid": ["you need a ready-to-use speech enhancement library or product", "you need maintained, runnable code rather than links to papers and repos", "you need up-to-date coverage of the latest research"], "when_to_choose": ["you are researching speech enhancement or separation methods", "you need a starting point to find papers and reference implementations", "you want an overview of the field's techniques and tools"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-speech-enhancement", "repo": "WenzheLiu-Speech/awesome-speech-enhancement", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:07.942203+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T05:07:46.595682+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0693534716f82845d36d6933e3b5b131450dd7f52927a6204791ebd4c2541a2e", "fetched_at": "2026-08-28T04:04:07.942203+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WenzheLiu-Speech/awesome-speech-enhancement"}], "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": 2357, "days_push": 1023, "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}}