By Fei Wang, Liren Chen, Cheng Li, Shiyao Huang, Yanjie Chen, Chen Qian, Chen Change Loy
IMDb-Face is a new large-scale noise-controlled dataset for face recognition research. The dataset contains about 1.7 million faces, 59k identities, which is manually cleaned from 2.0 million raw images. All images are obtained from the IMDb website. A detailed introduction of IMDb-Face can be found in the paper(https://arxiv.org/abs/1807.11649).
We hope that the IMDb-Face dataset could shed lights on the influences of data noise to the face recognition task, and point to potential labelling strategies to mitigate some of the problems. It could serve as a relatively clean data to facilitate future studies of noises in large-scale face recognition.
If you find IMDb-Face useful in your research, please cite:
@article{wang2018devil,
title={The Devil of Face Recognition is in the Noise},
author={Wang, Fei and Chen, Liren and Li, Cheng and Huang, Shiyao and Chen, Yanjie and Qian, Chen and Loy, Chen Change},
journal={arXiv preprint arXiv:1807.11649},
year={2018}
}
The IMDb-Face dataset is annotated with face-level labels and bounding boxes. We also give the 3 points face landmarks and head pose information which is generated by our face alignment and head pose estimation algorithms. The detailed information is described below.
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URL(IMDb-Face.csv) The IMDb-Face.csv includes name, IMDb index, index of the image, image URLs.
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Meta information(IMDb-Face_meta-information.csv) The IMDb-Face_meta-information.csv includes names, index of the image, bounding box of the owner face, 3 points face landmark, head pose.
Overall
Total number of images: 1.7M
Total number of identities: 59k
IMDb-Face dataset statistics
We have removed celebrity images of which the identification appear in the LFW dataset, Facescrub (MegaFace evaluation images) and YTF based on names. You can evaluate a face recognition model trained on IMDb-Face on these public benchmarks directly.
(1) IMDb-Face does not own the copyright of the images. IMDb-Face only provides URLs of images. The images in their original resolutions may be subject to copyright, so we cannot make them publicly available on our server. The dataset is released for non-commercial research and/or educational purposes.
(2) If you are the celebrity included in the IMDb-Face and you do not want to be included in the dataset, please contact us and we will remove the data based on your request.
Questions can also be left as issues in the repository.