{"adoption": {"forks": 183, "observed_at": "2026-08-28T04:03:33.724705+00:00", "stars": 1093}, "canonical_url": "https://ross.abutalabs.com/products/deepfakebench", "card": {"archived": false, "artifact_type": "framework", "description": "A comprehensive benchmark of deepfake detection", "domain": ["deep-learning", "computer-vision", "artificial-intelligence", "security"], "enriched": true, "function": ["machine-learning", "benchmarking", "image-processing", "computer-vision", "testing"], "health_score": 50, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["SCLBD/DeepfakeBench"], "name": "SCLBD/DeepfakeBench", "platform": ["python"], "pushed_at": "2025-08-20T08:03:47+00:00", "repo": "SCLBD/DeepfakeBench", "stars": 1093, "tags": ["deepfake-detection", "benchmark", "pytorch", "face-forgery", "media-forensics", "reproducibility", "research", "linux", "gpu"], "topics": [], "urls": [], "use_cases": ["benchmark deepfake detection methods under a unified evaluation protocol", "train and evaluate face forgery detection models on standard datasets", "compare state-of-the-art deepfake detectors reproducibly", "test detection models on new deepfake datasets like DF40", "build new deepfake detection methods on an integrated framework", "evaluate detectors on both face deepfakes and synthetic images"], "what_it_is": "DeepfakeBench is a comprehensive benchmark framework for deepfake detection, providing a unified platform for data management, implementation of state-of-the-art detection methods, and standardized evaluation protocols. It was published at NeurIPS 2023 (Datasets & Benchmarks) and includes pre-trained weights and integration with datasets like Celeb-DF, FF++, and DF40.", "when_to_avoid": ["you need a production-ready deepfake detection service rather than a research benchmark", "your use case requires a permissive commercial license (project is CC BY-NC 4.0)", "you work outside Python/PyTorch environments"], "when_to_choose": ["you need standardized, reproducible comparison of deepfake detection methods", "you want pre-trained weights and unified data pipelines for face forgery detection research", "you are developing a new detector and want a common training/evaluation framework"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deepfakebench", "repo": "SCLBD/DeepfakeBench", "role": "main", "score": 36}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:33.724705+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:47:40.430317+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9fdf3d54f71f39cb7729a9b8d9c53b057a0d37dff5ecf014ca0f870f8c9f71fc", "fetched_at": "2026-08-28T04:03:33.724705+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SCLBD/DeepfakeBench"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 37, "longevity": 84, "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": 1184, "days_push": 378, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 36, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}