Shortcuts

Fashion




Deepfashion Dataset


Deeppose + Resnet on Deepfashion

DeepPose (CVPR'2014)
@inproceedings{toshev2014deeppose,
  title={Deeppose: Human pose estimation via deep neural networks},
  author={Toshev, Alexander and Szegedy, Christian},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={1653--1660},
  year={2014}
}
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}
}
DeepFashion (CVPR'2016)
@inproceedings{liuLQWTcvpr16DeepFashion,
 author = {Liu, Ziwei and Luo, Ping and Qiu, Shi and Wang, Xiaogang and Tang, Xiaoou},
 title = {DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations},
 booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
 month = {June},
 year = {2016}
}
DeepFashion (ECCV'2016)
@inproceedings{liuYLWTeccv16FashionLandmark,
 author = {Liu, Ziwei and Yan, Sijie and Luo, Ping and Wang, Xiaogang and Tang, Xiaoou},
 title = {Fashion Landmark Detection in the Wild},
 booktitle = {European Conference on Computer Vision (ECCV)},
 month = {October},
 year = {2016}
 }

Results on DeepFashion val set

Set Arch Input Size PCK@0.2 AUC EPE ckpt log
upper deeppose_resnet_50 256x256 0.965 0.535 17.2 ckpt log
lower deeppose_resnet_50 256x256 0.971 0.678 11.8 ckpt log
full deeppose_resnet_50 256x256 0.983 0.602 14.0 ckpt log

Topdown Heatmap + Resnet on Deepfashion

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}
}
DeepFashion (CVPR'2016)
@inproceedings{liuLQWTcvpr16DeepFashion,
 author = {Liu, Ziwei and Luo, Ping and Qiu, Shi and Wang, Xiaogang and Tang, Xiaoou},
 title = {DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations},
 booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
 month = {June},
 year = {2016}
}
DeepFashion (ECCV'2016)
@inproceedings{liuYLWTeccv16FashionLandmark,
 author = {Liu, Ziwei and Yan, Sijie and Luo, Ping and Wang, Xiaogang and Tang, Xiaoou},
 title = {Fashion Landmark Detection in the Wild},
 booktitle = {European Conference on Computer Vision (ECCV)},
 month = {October},
 year = {2016}
 }

Results on DeepFashion val set

Set Arch Input Size PCK@0.2 AUC EPE ckpt log
upper pose_resnet_50 256x256 0.954 0.578 16.8 ckpt log
lower pose_resnet_50 256x256 0.965 0.744 10.5 ckpt log
full pose_resnet_50 256x256 0.977 0.664 12.7 ckpt log



Deepfashion2 Dataset


Topdown Heatmap + Resnet on Deepfashion2

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 256x256 0.988 0.703 10.2 ckpt log
long_sleeved_shirt pose_resnet_50 256x256 0.973 0.587 16.5 ckpt log
short_sleeved_outwear pose_resnet_50 256x256 0.966 0.408 24.0 ckpt log
long_sleeved_outwear pose_resnet_50 256x256 0.987 0.517 18.1 ckpt log
vest pose_resnet_50 256x256 0.981 0.643 12.7 ckpt log
sling pose_resnet_50 256x256 0.940 0.557 21.6 ckpt log
shorts pose_resnet_50 256x256 0.975 0.682 12.4 ckpt log
trousers pose_resnet_50 256x256 0.973 0.625 14.8 ckpt log
skirt pose_resnet_50 256x256 0.952 0.653 16.6 ckpt log
short_sleeved_dress pose_resnet_50 256x256 0.980 0.603 15.6 ckpt log
long_sleeved_dress pose_resnet_50 256x256 0.976 0.518 20.1 ckpt log
vest_dress pose_resnet_50 256x256 0.980 0.600 16.0 ckpt log
sling_dress pose_resnet_50 256x256 0.967 0.544 19.5 ckpt log
Read the Docs v: latest
Versions
latest
1.x
v1.0.0rc0
v0.29.0
v0.28.0
v0.27.0
dev-1.x
Downloads
pdf
html
epub
On Read the Docs
Project Home
Builds

Free document hosting provided by Read the Docs.