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- 2026
[j8]Xinyu Peng, Ziyang Zheng
, Wenrui Dai, Duoduo Xue, Shaohui Li, Chenglin Li, Junni Zou, Hongkai Xiong:
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging. IEEE Trans. Pattern Anal. Mach. Intell. 48(8): 9947-9965 (2026)- [j7]Yifan Zhao, Ziyang Zheng, Wenrui Dai, Yong Li, Duoduo Xue, Chenglin Li, Junni Zou, Hongkai Xiong:
Sparse Representation via Unfolding ℓ0-Regularized Dictionary Learning for Image Restoration. IEEE Trans. Circuits Syst. Video Technol. 36(7): 10376-10390 (2026) - [j6]Yifan Zhao, Ziyang Zheng, Duoduo Xue, Yong Li, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong:
Unfolding Convolutional Sparse Coding With Low-rank-Guided Hybrid Priors for Image Denoising. ACM Trans. Multim. Comput. Commun. Appl. 22(3): 80:1-80:29 (2026) - [i5]Xinyu Peng, Ziyang Zheng, Wenrui Dai, Duoduo Xue, Shaohui Li, Chenglin Li, Junni Zou, Hongkai Xiong:
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging. CoRR abs/2604.12709 (2026) - [i4]Duoduo Xue, Zhiyu Zhu, Junhui Hou:
Diffusion Image Generation with Explicit Modeling of Data Manifold Geometry. CoRR abs/2606.00094 (2026) - 2025
- [j5]Ziyang Zheng, Wenrui Dai, Jingwei Liang, Xinyu Peng, Duoduo Xue, Hongkai Xiong:
Deep Equilibrium Model With Weighted Densely-Connected Iteration Differences for Convergent Image Restoration. IEEE J. Sel. Top. Signal Process. 19(8): 1873-1889 (2025) - [j4]Duoduo Xue, Wenrui Dai, Ziyang Zheng, Chenglin Li, Junni Zou, Hongkai Xiong:
Generalized Quantum State Tomography With Hybrid Denoising Priors. IEEE Trans. Signal Process. 73: 1532-1548 (2025) - [j3]Duoduo Xue, Wenrui Dai, Ziyang Zheng, Junni Zou, Hongkai Xiong:
A contemporary survey on image reconstruction with unsupervised deep learning: from denoising to generation. Vis. Intell. 3(1) (2025) - [c3]Wenqiang Xu, Wenrui Dai, Duoduo Xue, Ziyang Zheng, Chenglin Li, Junni Zou, Hongkai Xiong:
Point Cloud Resampling With Learnable Heat Diffusion. ICASSP 2025: 1-5 - [c2]Duoduo Xue, Wenrui Dai, Ziyang Zheng, Xinyu Peng, Junni Zou, Hongkai Xiong:
Fourier Phase Retrieval With Diffusion Priors Guided by Failure Detection. ISCAS 2025: 1-5 - [c1]Yifan Zhao, Ziyang Zheng, Duoduo Xue, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong:
Computation, Parameter, and Memory Efficient Implicit Graph Transformer with Multi-granularity Sparse Attention. PRCV (4) 2025: 257-271 - 2024
- [i3]Wenqiang Xu, Wenrui Dai, Duoduo Xue, Ziyang Zheng, Chenglin Li, Junni Zou, Hongkai Xiong:
Point Cloud Resampling with Learnable Heat Diffusion. CoRR abs/2411.14120 (2024) - [i2]Wenqiang Xu, Wenrui Dai, Duoduo Xue, Ziyang Zheng, Chenglin Li, Junni Zou, Hongkai Xiong:
Point Cloud Denoising With Fine-Granularity Dynamic Graph Convolutional Networks. CoRR abs/2411.14158 (2024) - 2023
- [j2]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 Anal. Mach. Intell. 45(3): 3226-3244 (2023) - 2022
- [j1]Duoduo Xue, Ziyang Zheng, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong:
On the Convergence of Non-Convex Phase Retrieval With Denoising Priors. IEEE Trans. Signal Process. 70: 4424-4439 (2022) - [i1]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. CoRR abs/2204.11640 (2022)
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