diff --git a/chaoyang-data/README.md b/chaoyang-data/README.md
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+## Dataset
+
+Our data includes Colon slides from Chaoyang hospital, the patch size is 512 × 512. Training set contains 1111 normal, 842 serrated, 1404 adenocarcinoma, 664 adenoma samples, and testing set contains 705 normal, 321 serrated, 840 adenocarcinoma, 273 adenoma samples.
+
+## Citation
+
+If you find this code useful for your research, please cite our paper [Hard Sample Aware Noise Robust Learning for Histopathology Image Classification](https://ieeexplore.ieee.org/document/9600806):
+
+```
+@article{zhuhard,
+  title={Hard Sample Aware Noise Robust Learning for Histopathology Image Classification},
+  author={Zhu, Chuang and Chen, Wenkai and Peng, Ting and Wang, Ying and Jin, Mulan},
+  journal={IEEE transactions on medical imaging}
+}
+```
+
+## Additional Info
+[Our github project](https://github.com/bupt-ai-cz/HSA-NRL)
+
+## Contact
+
+Chuang Zhu
+- email: czhu@bupt.edu.cn
+- homepage: https://teacher.bupt.edu.cn/zhuchuang/zh_CN/index.htm
+
+## License
+
+This Chaoyang Dataset is made freely available to academic and non-academic entities for non-commercial purposes such as academic research, teaching, scientific publications, or personal experimentation. Permission is granted to use the data given that you agree to our license terms bellow:
+
+1. That you include a reference to the Chaoyang Dataset in any work that makes use of the dataset. For research papers, cite our preferred publication; for other media cite our preferred publication or link to [our github project](https://github.com/bupt-ai-cz/HSA-NRL).
+2. That you do not distribute this dataset or modified versions. It is permissible to distribute derivative works in as far as they are abstract representations of this dataset (such as models trained on it or additional annotations that do not directly include any of our data).
+3. That you may not use the dataset or any derivative work for commercial purposes as, for example, licensing or selling the data, or using the data with a purpose to procure a commercial gain.
+4. That all rights not expressly granted to you are reserved by us.
+
+Chaoyang dataset contains 1111 normal, 842 serrated, 1404 adenocarcinoma, 664 adenoma, and 705 normal, 321 serrated, 840 adenocarcinoma, 273 adenoma samples for training and testing, respectively. (Notes: "0" means normal, "1" means serrated, "2" means adenocarinoma, and "3" means adenoma in our dataset files.)
\ No newline at end of file
diff --git a/chaoyang-data/test.json b/chaoyang-data/test.json
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