{"adoption": {"forks": 424, "observed_at": "2026-08-28T04:05:50.720235+00:00", "stars": 1894}, "canonical_url": "https://ross.abutalabs.com/products/insightface_pytorch", "card": {"archived": false, "artifact_type": "library", "description": "Pytorch0.4.1 codes for InsightFace", "domain": ["deep-learning", "computer-vision", "image-processing", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "computer-vision"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["TreB1eN/InsightFace_Pytorch"], "name": "TreB1eN/InsightFace_Pytorch", "platform": ["python"], "pushed_at": "2022-11-22T02:49:08+00:00", "repo": "TreB1eN/InsightFace_Pytorch", "stars": 1894, "tags": ["face-recognition", "face-verification", "arcface", "insightface", "pytorch", "pretrained-models", "face-embeddings"], "topics": [], "urls": [], "use_cases": ["recognize faces from a webcam or video against a known face bank", "generate face embeddings with pretrained ArcFace models in PyTorch", "train a face recognition model on the emore/MS1M dataset", "convert MXNet InsightFace datasets to image folders", "benchmark face verification on LFW, CFP, and AgeDB"], "what_it_is": "A PyTorch reimplementation of InsightFace/ArcFace for face recognition, including backbone models (IR-SE50, MobileFacenet) and pretrained weights. It also provides utilities for converting MXNet InsightFace data records and computing face embeddings for verification against a face bank.", "when_to_avoid": ["you need an actively maintained library with support for recent PyTorch versions", "you need full InsightFace functionality like face detection or alignment pipelines", "you prefer TensorFlow or MXNet implementations"], "when_to_choose": ["you need face recognition or verification in PyTorch with pretrained ArcFace weights", "you want a lightweight MobileFacenet model for embedded or mobile face recognition", "you need to retrain ArcFace on your own face dataset"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/insightface_pytorch", "repo": "TreB1eN/InsightFace_Pytorch", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:50.720235+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:12:53.736252+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1a0bc0cc61e73471e0ed4f9f8d4cdd24985327f3e9ce531e7e82320d04bfcc25", "fetched_at": "2026-08-28T04:05:50.720235+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TreB1eN/InsightFace_Pytorch"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2956, "days_push": 1380, "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}}