{
 "schema_version": 1,
 "generated": "2026-10-31",
 "repo": "roboflow/supervision",
 "name": "supervision",
 "owner": "roboflow",
 "slug": "roboflow-supervision",
 "github": "https://github.com/roboflow/supervision",
 "what": "Supervision is Roboflow's model-agnostic Python toolkit for computer vision. It wraps the output of classification, detection and segmentation models from Ultralytics, Transformers, MMDetection, Inference or RF-DETR into one Detections object, then gives you annotators to draw results, zone counting and tracking tools, and dataset utilities to load, split, merge and convert YOLO, COCO and Pascal VOC datasets.",
 "why": "51k stars, talked about in 2 AI sources we track",
 "language": "Python",
 "requirements": [
  "Python 3.10 or later",
  "A detection or segmentation model; the quickstart uses RF-DETR via `pip install pillow rfdetr`",
  "A Roboflow API key only if you use Inference or download datasets from Roboflow"
 ],
 "audience_note": "Python developers and ML engineers building vision apps who want to stop rewriting the glue code around their models.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/roboflow-supervision/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "roboflow-supervision--detect-and-annotate-objects-in-images",
   "title": "Detect and annotate objects in a few lines of Python",
   "best": true,
   "url": "https://dedupedai.com/use-cases/roboflow-supervision/detect-and-annotate-objects-in-images/",
   "json": "https://dedupedai.com/use-cases/u/roboflow-supervision/detect-and-annotate-objects-in-images.json"
  },
  {
   "id": "roboflow-supervision--convert-and-split-vision-datasets",
   "title": "Convert and split vision datasets between YOLO, COCO and Pascal VOC",
   "best": false,
   "url": "https://dedupedai.com/use-cases/roboflow-supervision/convert-and-split-vision-datasets/",
   "json": "https://dedupedai.com/use-cases/u/roboflow-supervision/convert-and-split-vision-datasets.json"
  },
  {
   "id": "roboflow-supervision--measure-dwell-time-in-zones-from-video",
   "title": "Measure how long people or vehicles stay in a zone",
   "best": false,
   "url": "https://dedupedai.com/use-cases/roboflow-supervision/measure-dwell-time-in-zones-from-video/",
   "json": "https://dedupedai.com/use-cases/u/roboflow-supervision/measure-dwell-time-in-zones-from-video.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}