Research Areas

Solving image restoration problems through the use of various techniques such as wavelets, Bayesian statistics, non-convex optimization, and deep learning

Education

2014-2019 Ph.D in Mathematics，National University of Singapore

2010-2014 Bachelor in Mathematics，Peking University

Research experience

2018-2023 Postdoctoral Fellow Department of Mathematics,National University of Singapore

Publications

1. Yuhui Quan, Zhile Chen, Tongyao Pang, and Hui Ji. Unsupervised Deep Learning for Phase Retrieval via Teacher-student Distillation. 37th AAAI Conference on Artificial Intelligence (AAAI), Washington, Feb, 2023

2. Huan Zheng, Tongyao Pang, Hui Ji. Unsupervised Deep Learning with Untrained Network for Video Denoising. 37th AAAI Conference on Artificial Intelligence (AAAI), Washington, Feb, 2023

3. Yuhui Quan, Mingqin Chen, Tongyao Pang, and Hui Ji. Dual-domain Self-supervised Learning and Model Adaption for Deep Compressive Imaging. European Conference on Computer Vision (ECCV), Tel Aviv,Oct, 2022

4. Mingqin Chen, Peikang Lin, Yuhui Quan, Tongyao Pang and Hui Ji. Unsupervised Phase Retrieval Using Deep Generative Prior. IEEE Transactions on Signal Processing, 70: 2239ś2252, 2022.

5. Yuhui Quan, Mingqin Chen, Tongyao Pang, and Hui Ji. Unsupervised Deconvolution via Deep Ensemble. International Journal of Computer Vision, 130: 1770ś1789, 2022 .

6. Tongyao Pang, Zuowei Shen, Sparse Estimation: An MMSE approach. Constructive Approximation, to appear.

Aid#329153/Curriculum Vitae/2022-12-21/www.mathjobs.org

7. Tongyao Pang, Huan Zheng, Yuhui Quan, Hui Ji. Recorrupted-to-Recorrupted: Unsupervised Deep Learning for Image Denoising. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Jun. 2021.

8.Tongyao Pang, Quan Yuhui, Hui Ji. Self-supervised Bayesian Deep Learning for Image Recovery with Applications to Compressive Sensing. European Conference on Computer Version, virtual, Aug.2020.

9. Yuhui Quan, Mingqin Chen, Tongyao Pang, and Hui Ji. Self2Self with Dropout: Learning Self-supervised Denoising from Single Image. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Jun. 2020.

10. Tongyao Pang, Chunlin Wu, Zhifang Liu. A Cubic Spline Penalty for Sparse Approximation under Tight Frame Balanced Model. Advances in Computational Mathematics, 46(2), 2020.

11. Tongyao Pang, Qingna Li, Zaiwen Wen, Zuowei Shen. Phase retrieval: A Data-driven Wavelet Frame Based Approach. Applied and Computational Harmonic Analysis, 49 (2020), 971-1000.