Signal Reconstruction

代表论文：

1.Xinyu Peng, Ziyang Zheng, Wenrui Dai, Nuoqian Xiao, Chenglin Li, Junni Zou, Hongkai Xiong, “Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance,” International Conference on Machine Learning (ICML), Vienna, Austria, July. 2024.

2.Ziyang Zheng, Wenrui Dai, Duoduo Xue, Chenglin Li, Junni Zou, Hongkai Xiong, “Hybrid ISTA: Unfolding ISTA With Convergence Guarantees Using Free-Form Deep Neural Networks”, IEEE Trans. Pattern Analysis and Machine Intelligence (TPAMI), 2023.

3.Duoduo Xue, Ziyang Zheng, Wenrui Dai, Chenglin Li, Junni Zou, Honkgai Xiong, “On the Convergence of Non-Convex Phase Retrieval with Denoising Priors”, IEEE Trans. Signal Processing (TSP), 2022.

4.Jiahao Tian, Ziyang Zheng, Xinyu Peng, Yong Li, Wenrui Dai, Hongkai Xiong, “DCCM: Dual Data Consistency Guided Consistency Model for Inverse Problems,” accepted by IEEE International Conference on Image Processing (ICIP), 2024.  (Top Paper Award)