This is a TensorFlow implementation of the DRDSC model as described in our paper:

Y. Jiang, Z. Yang, Q. Xu, X. Cao and Q. Huang. Duet Robust Deep Subspace Clustering. ACM MM 2019.

The implementation is based on Deep Subspace Clustering Network. We sincerely thank the authors for their work.

• Tensorflow
• numpy
• sklearn
• munkres
• scipy

The clean data and pre-trained auto-encoder model can be found here. You can add any type of corruptions (e.g., Gaussian noise or random pixel corruption) on these data. Please put the data in data/ and the pre-trained model in models/.

Please cite our paper if you use this code in your own work:

@inproceedings{jiang2019duet,
  title={Duet Robust Deep Subspace Clustering},
  author={Jiang, Yangbangyan and Xu, Qianqian and Yang, Zhiyong and Cao, Xiaochun and Huang, Qingming},
  booktitle={{ACM} International Conference on Multimedia},
  pages={1596--1604},
  year={2019}
}