adirik/lightweight-openpose 🖼️🔢✓ → ❓
About
PyTorch version of Lightweight OpenPose as introduced in "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose"
Example Output
Output
{"json_data":{"objects":[{"id":0,"bbox":[480,154,134,447],"confidence":27.82095220796497,"keypoint_coords":[[544,159],[549,217],[502,223],[480,286],[491,329],[597,217],[613,302],[592,270],[512,366],[549,472],[528,600],[571,366],[555,478],[523,584],[533,154],[555,154],[528,159],[571,159]]},{"id":1,"bbox":[103,95,176,580],"confidence":29.67713775997146,"keypoint_coords":[[204,111],[183,175],[119,175],[103,244],[103,292],[241,175],[278,260],[231,260],[151,355],[167,510],[177,674],[220,355],[209,510],[204,552],[188,95],[209,95],[156,100],[-1,-1]]},{"id":2,"bbox":[353,127,144,511],"confidence":27.849681304571217,"keypoint_coords":[[464,138],[422,201],[369,201],[353,297],[411,276],[470,201],[486,276],[496,318],[395,382],[401,510],[379,616],[464,377],[470,499],[470,637],[454,127],[-1,-1],[422,132],[-1,-1]]},{"id":3,"bbox":[725,132,149,495],"confidence":28.098306059727214,"keypoint_coords":[[842,143],[810,212],[762,207],[725,292],[778,302],[868,212],[847,286],[873,297],[778,387],[778,510],[746,589],[847,387],[847,515],[826,626],[831,132],[852,132],[804,138],[-1,-1]]}]},"keypoints_img":"https://replicate.delivery/pbxt/cEE92VD88f2IbSBNlUteakaKPIWeqaoSjKkIK3wy9yS4EhEjA/keypoints.png","keypoint_names":["nose","neck","right_shoulder","right_elbow","right_wrist","left_shoulder","left_elbow","left_wrist","right_hip","right_knee","right_ankle","left_hip","left_knee","left_ankle","right_eye","left_eye","right_ear","left_ear"]}
Performance Metrics
4.77s
Prediction Time
136.46s
Total Time
All Input Parameters
{
"image": "https://replicate.delivery/pbxt/JUd7uI4XOs715D6Be5dhnefiAiL4tiJxeO96utZlRQxIhCpY/running2.jpeg",
"image_size": 256,
"show_visualisation": true
}
Input Parameters
- image (required)
- RGB input image
- image_size
- Image size for inference
- show_visualisation
- Draw and visualize keypoints on the image
Output Schema
Output
Version Details
- Version ID
bc8b1d9c49a8f0942fba6bac6f864844aa55f6d1849a9260b06aaa964662cbe6- Version Created
- September 8, 2023