mmpose/configs/fashion_2d_keypoint/topdown_heatmap/deepfashion2/res50_deepfashion2.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}
}

DeepFashion2 (CVPR'2019)

@article{DeepFashion2,
  author = {Yuying Ge and Ruimao Zhang and Lingyun Wu and Xiaogang Wang and Xiaoou Tang and Ping Luo},
  title={A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images},
  journal={CVPR},
  year={2019}
}

Results on DeepFashion2 val set

Set	Arch	Input Size	PCK@0.2	AUC	EPE	ckpt	log
short_sleeved_shirt	pose_resnet_50	256x192	0.988	0.703	10.2	ckpt	log
long_sleeved_shirt	pose_resnet_50	256x192	0.973	0.587	16.6	ckpt	log
short_sleeved_outwear	pose_resnet_50	256x192	0.966	0.408	24.0	ckpt	log
long_sleeved_outwear	pose_resnet_50	256x192	0.987	0.517	18.1	ckpt	log
vest	pose_resnet_50	256x192	0.981	0.643	12.7	ckpt	log
sling	pose_resnet_50	256x192	0.940	0.557	21.6	ckpt	log
shorts	pose_resnet_50	256x192	0.975	0.682	12.4	ckpt	log
trousers	pose_resnet_50	256x192	0.973	0.625	14.8	ckpt	log
skirt	pose_resnet_50	256x192	0.952	0.653	16.6	ckpt	log
short_sleeved_dress	pose_resnet_50	256x192	0.980	0.603	15.6	ckpt	log
long_sleeved_dress	pose_resnet_50	256x192	0.976	0.518	20.1	ckpt	log
vest_dress	pose_resnet_50	256x192	0.980	0.600	16.0	ckpt	log
sling_dress	pose_resnet_50	256x192	0.967	0.544	19.5	ckpt	log