COCO Pose Keypoints
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 consists of a variety of models gathered and trained using ultralytics repository.
Here is the link to DeGirum's COCO pose keypoints zoo.
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 | 0.5176 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 |
0.73 0.839 |
bbox keypoints |
-- |