{"adoption": {"forks": 2016, "observed_at": "2026-08-28T04:09:36.458169+00:00", "stars": 6139}, "canonical_url": "https://ross.abutalabs.com/products/darkflow", "card": {"archived": false, "artifact_type": "library", "description": "Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow, export constant graph def to mobile devices", "domain": ["deep-learning", "computer-vision", "machine-learning", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "GPL-3.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["thtrieu/darkflow"], "name": "thtrieu/darkflow", "platform": ["python", "cross-platform"], "pushed_at": "2023-10-23T23:26:26+00:00", "repo": "thtrieu/darkflow", "stars": 6139, "tags": ["yolo", "object-detection", "darknet", "tensorflow", "cnn", "real-time-detection", "model-conversion", "mobile-deployment", "linux", "macos", "mobile"], "topics": ["tensorflow", "graph", "darknet", "deep-learning", "deep-neural-networks", "convolutional-neural-networks", "convolutional-networks", "image-processing", "object-detection", "machine-learning", "real-time", "mobile-development"], "urls": [], "use_cases": ["run yolo object detection in tensorflow", "convert darknet weights to tensorflow", "fine-tune yolo on my own dataset", "real-time object detection from webcam", "export yolo model for android deployment", "train custom object detector with tensorflow"], "what_it_is": "Darkflow is a Python library that translates Darknet's YOLO neural network definitions to TensorFlow, enabling real-time object detection and classification. It can load pre-trained Darknet weights, retrain or fine-tune models in TensorFlow, and export frozen graph definitions for deployment on mobile devices.", "when_to_avoid": ["you need modern TensorFlow 2.x support - the project targets TensorFlow 1.0", "you want the latest YOLO versions (v4+) or state-of-the-art detectors", "you need active maintenance and community support"], "when_to_choose": ["you have existing darknet/yolo cfg and weights you want to run in tensorflow", "you need to fine-tune YOLO v1/v2 models with custom labels", "you want to export a constant graph def for mobile inference"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/darkflow", "repo": "thtrieu/darkflow", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:36.458169+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:47:34.708569+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2efcf9e28ba5847829e2740fc42f9c871f68b920dd1f029ba536c2b6b754c280", "fetched_at": "2026-08-28T04:09:36.458169+00:00", "kind": "readme", "missing": false, "url": "https://github.com/thtrieu/darkflow"}], "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": 3669, "days_push": 1045, "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}}