Dataset
Dataset Name | Training Images | Validation Images | Class Labels | License |
---|---|---|---|---|
COCO Pose Keypoints | 56,599 | 5,000 | 0: Person, 17 Keypoints | Annotations under CC BY 4.0 |
Here is an example of the output for 17 pose keypoints:
Model Zoo
DeGirum’s person pose keypoints model zoo features models trained with the Ultralytics repository.
Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | mAP Type | FPS |
---|---|---|---|---|---|---|---|---|
yolov5nu_relu6_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5079 0.3793 | 0.7021 0.7432 | bbox keypoints | 97.1 |
yolov5nu_relu6_coco_pose | 640x640 | INT8 | TFLITE | EDGETPU | 0.5084 0.3797 | 0.7055 0.7464 | bbox keypoints | – |
yolov5nu_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5002 0.4239 | 0.69 0.7582 | bbox keypoints | – |
yolov5nu_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5086 0.4323 | 0.7028 0.7615 | bbox keypoints | - |
yolov8n_relu6_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5175 0.4014 | 0.7069 0.7585 | bbox keypoints | 85.3 |
yolov8n_relu6_coco_pose | 640x640 | INT8 | TFLITE | EDGETPU | 0.519 0.4016 | 0.7075 0.7571 | bbox keypoints | – |
yolov8n_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5214 0.455 | 0.7078 0.7802 | bbox keypoints | – |
yolov8n_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5245 0.4607 | 0.7123 0.7861 | bbox keypoints | – |
yolov5su_relu6_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5506 0.4772 | 0.7369 0.8236 | bbox keypoints | 30.7 |
yolov5su_relu6_coco_pose | 640x640 | INT8 | TFLITE | EDGETPU | 0.5511 0.479 | 0.7362 0.8245 | bbox keypoints | – |
yolov5su_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5486 0.5277 | 0.7285 0.8348 | bbox keypoints | – |
yolov5su_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5496 0.5369 | 0.5496 0.5369 | bbox keypoints | – |