{"adoption": {"forks": 571, "observed_at": "2026-08-28T04:05:02.271992+00:00", "stars": 1551}, "canonical_url": "https://ross.abutalabs.com/products/yolov3_tensorflow", "card": {"archived": false, "artifact_type": "library", "description": "Complete YOLO v3 TensorFlow implementation. Support training on your own dataset.", "domain": ["computer-vision", "machine-learning", "deep-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["wizyoung/YOLOv3_TensorFlow"], "name": "wizyoung/YOLOv3_TensorFlow", "platform": ["python", "cross-platform"], "pushed_at": "2022-09-16T16:58:43+00:00", "repo": "wizyoung/YOLOv3_TensorFlow", "stars": 1551, "tags": ["yolov3", "object-detection", "tensorflow", "real-time-detection", "darknet-weights", "custom-training", "gpu", "linux"], "topics": ["yolov3", "tensorflow", "object-detection", "real-time", "tensorflow-yolo"], "urls": [], "use_cases": ["train yolov3 on my own dataset", "convert darknet yolov3 weights to tensorflow", "detect objects in images and videos in real time", "run yolov3 inference with tensorflow", "compute anchor boxes with kmeans for custom dataset", "evaluate object detection model on custom data"], "what_it_is": "A pure TensorFlow implementation of the YOLOv3 real-time object detection model, including weight conversion from darknet, training, and evaluation pipelines. It supports training on custom datasets with an efficient tf.data pipeline and fast GPU non-maximum suppression.", "when_to_avoid": ["you need maintained code or TensorFlow 2.x support", "you prefer PyTorch or newer YOLO versions like YOLOv5/YOLOv8", "you need production support or bug fixes"], "when_to_choose": ["you need a TensorFlow 1.x YOLOv3 implementation with full training pipeline", "you want to convert pretrained darknet COCO weights to TensorFlow checkpoints", "you need fast GPU non-maximum suppression and tf.data-based training"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/yolov3_tensorflow", "repo": "wizyoung/YOLOv3_TensorFlow", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.271992+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.088673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b1e448b44d802bcc574bf4b77d37288ed82bf474e93bc9e589336cb7422f56f", "fetched_at": "2026-08-28T04:05:02.271992+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wizyoung/YOLOv3_TensorFlow"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2783, "days_push": 1447, "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}}