Comments (3)
Hi!
Yes, it could be.
Some thoughts:
- Joints order of COCO and Leeds Sports Pose Extended Training Dataset is different so double check that you have correctly re-ordered Leeds joints to match COCO joint order
- Joints of Leeds Sports Pose Extended Training Dataset seems to be more similar to MPII Human Pose joints. Starting from MPII pre-trained weights may result in higher performance.
- Use a low learning rate and try with different learning rates because it seems to have a high impact on training when starting from pre-trained weights (see issues #26 and #29)
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- Thank you for taking your time. Sorry, missed #26 and #29. Actually decreasing learning rate solved acute drop.
- I'll give MPII a try.
- Do you think missing keypoints (eyes, ears, nose) could be annotated by predicting those images with a pretrained model? Is there a way to recover whether model predicts a point's visibility?
Thanks again
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Do you think missing keypoints (eyes, ears, nose) could be annotated by predicting those images with a pretrained model?
Yes, it could work.
Is there a way to recover whether model predicts a point's visibility?
As far as I know, no because the model doesn't predict that. Actually, the point confidence is usually used to filter the keypoints.
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Related Issues (20)
- TypeError: __init__() takes 2 positional arguments but 3 were given HOT 2
- 有剪枝,蒸馏方面的计划吗? HOT 1
- RuntimeError: Error(s) in loading state_dict for HRNet: HOT 1
- Evaluate custom dataset HOT 4
- Get inference time HOT 1
- Use YOLOv5 as a detector HOT 2
- Turn off some keypoints
- Data augmentations of training
- How to solce Error: ffprobe error (see stderr output for detail) HOT 2
- Integrating with poseflow HOT 1
- RuntimeError: The size of tensor a (645) must match the size of tensor b (646) at non-singleton dimension 2 HOT 3
- FileNotFoundError: [WinError 2] The system cannot find the specified file HOT 7
- How to Train with 1 Class??
- [Request] Making a python file to get AP/AR for each class? HOT 1
- ImportError: cannot import name 'FFProbe' HOT 3
- Using a different detector HOT 1
- how to output the result in coco json file and retrain a new model HOT 2
- PermissionError: [Errno 13] Permission denied: / FileNotFoundError: [WinError 2] HOT 1
- Broken model file pose_hrnet_w48_384x288.pth HOT 1
- ffmpeg._run.Error: ffprobe error (see stderr output for detail) HOT 3
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