{"adoption": {"forks": 1911, "observed_at": "2026-08-28T04:10:02.725468+00:00", "stars": 7740}, "canonical_url": "https://ross.abutalabs.com/products/tadasbaltrusaitis-openface", "card": {"archived": false, "artifact_type": "application", "description": "OpenFace – a state-of-the art tool intended for facial landmark detection, head pose estimation, facial action unit recognition, and eye-gaze estimation.", "domain": ["computer-vision", "artificial-intelligence"], "enriched": true, "function": ["computer-vision", "image-processing", "machine-learning"], "health_score": 20, "homepage": null, "language": "MATLAB", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["TadasBaltrusaitis/OpenFace"], "name": "TadasBaltrusaitis/OpenFace", "platform": ["windows", "cpp"], "pushed_at": "2024-06-01T00:44:07+00:00", "repo": "TadasBaltrusaitis/OpenFace", "stars": 7740, "tags": ["facial-landmark-detection", "head-pose-estimation", "action-units", "gaze-estimation", "facial-behavior-analysis", "affective-computing", "research", "linux", "macos"], "topics": [], "urls": [], "use_cases": ["detect facial landmarks in images and videos", "estimate head pose from a webcam", "recognize facial action units (AUs)", "track eye gaze in real time", "analyze facial behavior for affective computing research", "build interactive applications based on facial expressions"], "what_it_is": "OpenFace is a facial behavior analysis toolkit that performs facial landmark detection, head pose estimation, facial action unit recognition, and eye-gaze estimation. It runs in real-time from a simple webcam and provides source code for both running and training the models.", "when_to_avoid": ["you need a maintained Python-first API or pip-installable package", "you need general object detection or full-body pose estimation rather than facial analysis", "you require a permissive license for commercial use without review"], "when_to_choose": ["you need state-of-the-art facial landmark detection or AU recognition with source code", "you want real-time facial behavior analysis from a standard webcam", "you are doing computer vision or affective computing research and need trainable models"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tadasbaltrusaitis-openface", "repo": "TadasBaltrusaitis/OpenFace", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:02.725468+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:35:10.661822+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43ad4c6b95cbcfb58c979dee43ba0884850753ca844fba0a5a0f67e1d6d9dd16", "fetched_at": "2026-08-28T04:10:02.725468+00:00", "kind": "readme", "missing": false, "url": "https://github.com/TadasBaltrusaitis/OpenFace"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3833, "days_push": 824, "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}}