{"adoption": {"forks": 1151, "observed_at": "2026-08-28T04:10:28.181250+00:00", "stars": 9063}, "canonical_url": "https://ross.abutalabs.com/products/rf-detr", "card": {"archived": false, "artifact_type": "library", "description": "RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026] ", "domain": ["computer-vision", "machine-learning", "deep-learning", "image-processing"], "enriched": true, "function": ["machine-learning", "computer-vision", "image-processing", "deep-learning"], "health_score": 100, "homepage": "https://rfdetr.roboflow.com", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["roboflow/rf-detr"], "name": "roboflow/rf-detr", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-25T16:04:47+00:00", "repo": "roboflow/rf-detr", "stars": 9063, "tags": ["object-detection", "instance-segmentation", "keypoint-detection", "detr", "transformer", "fine-tuning", "real-time-inference", "dinov2", "sota", "gpu"], "topics": ["computer-vision", "detr", "machine-learning", "object-detection", "rf-detr", "instance-segmentation", "sota"], "urls": [], "use_cases": ["detect objects in images in real time", "fine-tune a state-of-the-art object detection model on my own dataset", "run instance segmentation on images", "detect keypoints with a pretrained model", "benchmark detection accuracy and latency on COCO", "deploy a fast detection model for edge or production use"], "what_it_is": "RF-DETR is a real-time transformer-based model architecture from Roboflow for object detection, instance segmentation, and keypoint detection, built on a DINOv2 backbone and state-of-the-art on COCO. It ships as a Python package with a consistent API designed for easy fine-tuning on custom datasets.", "when_to_avoid": ["you need classification-only models", "you require a non-Python or non-GPU environment", "you need the largest XL/2XL variants under a permissive license (they use PML 1.0)"], "when_to_choose": ["you need real-time detection with SOTA accuracy-latency trade-offs", "you want to fine-tune a modern transformer detector on custom data", "you need detection, segmentation, and keypoints behind one API"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/rf-detr", "repo": "roboflow/rf-detr", "role": "main", "score": 87}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.181250+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:24:02.171966+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cc4addc5f2b3d0f7dbd7920d24c9b9464b54ed670dc0a10b4d4b8fdfb8e8d099", "fetched_at": "2026-08-28T04:10:28.181250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/roboflow/rf-detr"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:23:54.187962+00:00", "kind": "homepage", "missing": false, "url": "https://rfdetr.roboflow.com"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 38, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 532, "days_push": 8, "days_rel": 9, "gap_med": 6, "n_releases_24m": 28}, "score": 87, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}