News
2020-8-24 Deep Fashion3D is released with garment models. Feature line annotations and garment pose annotations will be released soon.
Download
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Data Organization
Deep Fashion3D dataset follows the below structure:
deepFashion3D/deep_fashion_3d_point_cloud
|--- 1---1-1.ply # 1-1 indicates the first pose of garment #1
| |---1-2.ply # high resolution GT point cloud
|
|--- 2---2-1.ply
| ....
|
|--- cloth_type_list.txt # clothes and types
deepFashion3D/deep_fashion_3d_point_cloud_nnnotations
| --- 1 --- 1-1---1-1.dat # garment pose parameters
| | |--- feature lines
| | |--- 1-1-1.ply # feature line annotations
| | |--- 1-1-2.ply
| | |--- ...
| | --- 1-2
|
| --- 2
| --- ...
Upper body clothes in Deep Fashion3D contains following types of annotations:
- 1 : Neck line
- 2 : Left shoulder line
- 3 : Left elbow line
- 4 : Left wrist line
- 7 : Right shoulder line
- 8 : Right elbow line
- 9 : Right wrist line
- 10: Waist line
- 11: Hemline
Lower body clothes in Deep Fashion3D contains following types of annotations
- 1 : Waist Line
- 2 : Left Knee
- 3 : Left Ankle
- 4 : Right Knee
- 5 : Right Ankle
- 6 : Hemline
Citation
If you use Deep Fashion3D in your work, please consider citing our paper!
@misc{zhu2020deep,
title={Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images},
author={Heming Zhu and Yu Cao and Hang Jin and Weikai Chen and Dong Du and Zhangye Wang and Shuguang Cui and Xiaoguang Han},
year={2020},
eprint={2003.12753},
archivePrefix={arXiv},
primaryClass={cs.CV}
}