CelebFaces Attributes Dataset (CelebA) 是一个大规模的人脸属性数据集，包含超过 20 万张名人图像，每张图像有 40 个属性注释。该数据集中的图像涵盖了较大的姿势变化和背景杂乱。 CelebA 种类多、数量多、注释丰富，包括

1、10,177 个身份，

2、202,599 张人脸图像，

3、以及5 个地标位置，每张图像 40 个二进制属性注释。

该数据集可用作以下计算机视觉任务的训练和测试集：人脸属性识别、人脸识别、人脸检测、地标（或人脸部分）定位以及人脸编辑与合成。

Sample Images

Agreement

• The CelebA dataset is available for non-commercial research purposes only.

• All images of the CelebA dataset are obtained from the Internet which are not property of MMLAB, The Chinese University of Hong Kong. The MMLAB is not responsible for the content nor the meaning of these images.

• You agree not to reproduce, duplicate, copy, sell, trade, resell or exploit for any commercial purposes, any portion of the images and any portion of derived data.

• You agree not to further copy, publish or distribute any portion of the CelebA dataset. Except, for internal use at a single site within the same organization it is allowed to make copies of the dataset.

• The MMLAB reserves the right to terminate your access to the CelebA dataset at any time.

• The face identities are released upon request for research purposes only. Please contact us for details.

Citation

@inproceedings{liu2015faceattributes,
  title = {Deep Learning Face Attributes in the Wild},
  author = {Liu, Ziwei and Luo, Ping and Wang, Xiaogang and Tang, Xiaoou},
  booktitle = {Proceedings of International Conference on Computer Vision (ICCV)},
  month = {December},
  year = {2015} 
}

Contact

Please contact Ziwei Liu and Ping Luo for questions about the dataset.