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【Hackathon + No.163】基于PaddleDetection PP-TinyPose，新增手势关键点检测模型 #8066

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jerrywgz merged 5 commits into from
May 22, 2023
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【Hackathon + No.163】基于PaddleDetection PP-TinyPose，新增手势关键点检测模型 #8066

jerrywgz merged 5 commits into from
May 22, 2023

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@flytocc flytocc commented Apr 11, 2023 •
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训练

训练平台为AIStudio，PaddlePaddle2.4.0 with V100*4。训练脚本如下：

python -m paddle.distributed.launch --gpus=0,1,2,3 \
  tools/train.py \
  -c configs/keypoint/tiny_pose/tinypose_256x256_hand.yml \
  --eval
Models Size Epoch PCK@0.2 AUC EPE weight & log
TinyPose 256x256 100 0.7409 0.8037 5.6584 model_final.pdparams & train.log

权重及训练日志下载地址：百度网盘

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paddle-bot bot commented Apr 11, 2023

Thanks for your contribution!

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zhiboniu commented Apr 11, 2023

你好，感谢贡献。可以尝试把模型精度再提高一些，对比看LiteHRNet-18版本的精度PCK应该在0.795左右。

LiteHRNet-18 | 256x256 | 0.795 | 0.830 | 4.77

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flytocc commented Apr 22, 2023 •
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@zhiboniu 这是改进后的效果，精度与LiteHRNet-18相当接近。

Models Size Epoch AugmentationbyInformantionDropping PCK@0.2 AUC EPE weight & log
TinyPose 256x256 210 w/o 0.7951 0.8298 4.749 model_final_v2.pdparams & train_v2.log
TinyPose 256x256 420 w/o 0.7953 0.8311 4.725
TinyPose 256x256 420 w/ (prob 0.5 & factor 0.05) 0.7957 0.8307 4.717
TinyPose 256x256 420 w/ (prob 0.25 & factor 0.025) 0.7967 0.8321 4.681

权重及训练日志下载地址：百度网盘

@flytocc flytocc mentioned this pull request Apr 23, 2023
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zhiboniu
zhiboniu previously approved these changes Apr 24, 2023
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@flytocc flytocc force-pushed the coco_whole_body_hand branch from d303e83 to 294a255 Compare May 9, 2023 08:27
@flytocc flytocc force-pushed the coco_whole_body_hand branch from cb78727 to 8259ff8 Compare May 22, 2023 04:48
@jerrywgz jerrywgz merged commit a694be1 into PaddlePaddle:develop May 22, 2023
@flytocc flytocc deleted the coco_whole_body_hand branch May 22, 2023 05:55
@Le-soleile Le-soleile mentioned this pull request Mar 16, 2024
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@flytocc @zhiboniu @jerrywgz