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.
• The N2X models are located at N2X models' zoo.
• The OPENVINO models are located at OPENVINO models' zoo.
• The RKNN models are located at RKNN models' 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 | 0.5072 0.3841 |
0.7019 0.749 |
bbox keypoints |
95.3 |
| yolov5nu_relu6_coco_pose | 640x640 | INT8 | RKNN | RK3588 | 0.5105 0.4174 |
0.7081 0.7578 |
bbox keypoints |
-- |
| yolov5nu_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5076 0.4257 |
0.7024 0.7592 |
bbox keypoints |
-- |
| yolov5nu_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5088 0.4327 |
0.7027 0.7627 |
bbox keypoints |
-- |
| yolov8n_relu6_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5191 0.4056 |
0.708 0.7591 |
bbox keypoints |
89.9 |
| yolov8n_relu6_coco_pose | 640x640 | INT8 | RKNN | RK3588 | 0.526 0.4472 |
0.7163 0.7789 |
bbox keypoints |
-- |
| yolov8n_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5207 0.4569 |
0.7146 0.7793 |
bbox keypoints |
-- |
| yolov8n_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5251 0.4607 |
0.7126 0.7859 |
bbox keypoints |
-- |
| yolov8n_silu_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5065 0.4474 |
0.6907 0.7723 |
bbox keypoints |
-- |
| yolov8n_silu_coco_pose | 640x640 | INT8 | RKNN | RK3588 | 0.52 0.4778 |
0.7055 0.7903 |
bbox keypoints |
-- |
| yolov8n_silu_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5234 0.4954 |
0.7115 0.792 |
bbox keypoints |
-- |
| yolov8n_silu_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5243 0.5015 |
0.7118 0.7958 |
bbox keypoints |
-- |
| yolov5su_relu6_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5522 0.4785 |
0.7366 0.8195 |
bbox keypoints |
45.3 |
| yolov5su_relu6_coco_pose | 640x640 | INT8 | RKNN | RK3588 | 0.5488 0.5162 |
0.7284 0.832 |
bbox keypoints |
-- |
| yolov5su_relu6_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5451 0.5306 |
0.7281 0.8305 |
bbox keypoints |
-- |
| yolov5su_relu6_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.55 0.5377 |
0.7301 0.8388 |
bbox keypoints |
-- |
| yolov8s_silu_coco_pose | 640x640 | INT8 | N2X | ORCA1 | 0.5548 0.5052 |
0.7374 0.8338 |
bbox keypoints |
-- |
| yolov8s_silu_coco_pose | 640x640 | INT8 | RKNN | RK3588 | 0.5524 0.5449 |
0.7287 0.8479 |
bbox keypoints |
-- |
| yolov8s_silu_coco_pose | 640x640 | INT8 | OPENVINO | CPU | 0.5554 0.5857 |
0.7306 0.8546 |
bbox keypoints |
-- |
| yolov8s_silu_coco_pose | 640x640 | FP32 | OPENVINO | CPU | 0.5584 0.5968 |
0.7334 0.8576 |
bbox keypoints |
-- |