mmpose/configs/body_2d_keypoint/topdown_heatmap/jhmdb/resnet_jhmdb.md

SimpleBaseline2D (ECCV'2018)

@inproceedings{xiao2018simple,
  title={Simple baselines for human pose estimation and tracking},
  author={Xiao, Bin and Wu, Haiping and Wei, Yichen},
  booktitle={Proceedings of the European conference on computer vision (ECCV)},
  pages={466--481},
  year={2018}
}

ResNet (CVPR'2016)

@inproceedings{he2016deep,
  title={Deep residual learning for image recognition},
  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={770--778},
  year={2016}
}

JHMDB (ICCV'2013)

@inproceedings{Jhuang:ICCV:2013,
  title = {Towards understanding action recognition},
  author = {H. Jhuang and J. Gall and S. Zuffi and C. Schmid and M. J. Black},
  booktitle = {International Conf. on Computer Vision (ICCV)},
  month = Dec,
  pages = {3192-3199},
  year = {2013}
}

Results on Sub-JHMDB dataset

The models are pre-trained on MPII dataset only. NO test-time augmentation (multi-scale /rotation testing) is used.

• Normalized by Person Size

Split	Arch	Input Size	Head	Sho	Elb	Wri	Hip	Knee	Ank	Mean	ckpt	log
Sub1	pose_resnet_50	256x256	99.1	98.0	93.8	91.3	99.4	96.5	92.8	96.1	ckpt	log
Sub2	pose_resnet_50	256x256	99.3	97.1	90.6	87.0	98.9	96.3	94.1	95.0	ckpt	log
Sub3	pose_resnet_50	256x256	99.0	97.9	94.0	91.6	99.7	98.0	94.7	96.7	ckpt	log
Average	pose_resnet_50	256x256	99.2	97.7	92.8	90.0	99.3	96.9	93.9	96.0	-	-
Sub1	pose_resnet_50 (2 Deconv.)	256x256	99.1	98.5	94.6	92.0	99.4	94.6	92.5	96.1	ckpt	log
Sub2	pose_resnet_50 (2 Deconv.)	256x256	99.3	97.8	91.0	87.0	99.1	96.5	93.8	95.2	ckpt	log
Sub3	pose_resnet_50 (2 Deconv.)	256x256	98.8	98.4	94.3	92.1	99.8	97.5	93.8	96.7	ckpt	log
Average	pose_resnet_50 (2 Deconv.)	256x256	99.1	98.2	93.3	90.4	99.4	96.2	93.4	96.0	-	-

• Normalized by Torso Size

Split	Arch	Input Size	Head	Sho	Elb	Wri	Hip	Knee	Ank	Mean	ckpt	log
Sub1	pose_resnet_50	256x256	93.3	83.2	74.4	72.7	85.0	81.2	78.9	81.9	ckpt	log
Sub2	pose_resnet_50	256x256	94.1	74.9	64.5	62.5	77.9	71.9	78.6	75.5	ckpt	log
Sub3	pose_resnet_50	256x256	97.0	82.2	74.9	70.7	84.7	83.7	84.2	82.9	ckpt	log
Average	pose_resnet_50	256x256	94.8	80.1	71.3	68.6	82.5	78.9	80.6	80.1	-	-
Sub1	pose_resnet_50 (2 Deconv.)	256x256	92.4	80.6	73.2	70.5	82.3	75.4	75.0	79.2	ckpt	log
Sub2	pose_resnet_50 (2 Deconv.)	256x256	93.4	73.6	63.8	60.5	75.1	68.4	75.5	73.7	ckpt	log
Sub3	pose_resnet_50 (2 Deconv.)	256x256	96.1	81.2	72.6	67.9	83.6	80.9	81.5	81.2	ckpt	log
Average	pose_resnet_50 (2 Deconv.)	256x256	94.0	78.5	69.9	66.3	80.3	74.9	77.3	78.0	-	-