publications

2025

1. NeurIPS

   Kernel Density Steering: Inference-Time Scaling via Mode Seeking for Image Restoration

   Yuyang Hu, Kaixuan Mei, Morteza Sahraee-Ardakan, and 3 more authors

   In Advances in Neural Information Processing Systems (NeurIPS), 2025

   arXiv Bib

   @inproceedings{hu2025kds,
     title = {Kernel Density Steering: Inference-Time Scaling via Mode Seeking for Image Restoration},
     author = {Hu, Yuyang and Mei, Kaixuan and Sahraee-Ardakan, Morteza and Kamilov, Ulugbek S. and Milanfar, Peyman and Delbracio, Mauricio},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     year = {2025},
   }

2. ICML

   Stochastic Deep Restoration Priors for Imaging Inverse Problems

   Yuyang Hu, Albert Peng, Wei Gan, and 3 more authors

   In International Conference on Machine Learning (ICML), 2025

   arXiv Bib

   @inproceedings{hu2025shaarp,
     title = {Stochastic Deep Restoration Priors for Imaging Inverse Problems},
     author = {Hu, Yuyang and Peng, Albert and Gan, Wei and Milanfar, Peyman and Delbracio, Mauricio and Kamilov, Ulugbek S.},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2025},
   }

3. JMIV

   A Structured Pruning Algorithm for Model-based Deep Learning

   Cheolkon Park, Wei Gan, Zhuoran Zou, and 3 more authors

   Journal of Mathematical Imaging and Vision, 2025

2024

1. IEEE TCI

   ADOBI: Adaptive Diffusion Bridge for Blind Inverse Problems with Application to MRI Reconstruction

   Yuyang Hu, Albert Peng, Wei Gan, and 1 more author

   arXiv preprint, 2024

   arXiv Bib

   @article{hu2025adobi,
     title = {ADOBI: Adaptive Diffusion Bridge for Blind Inverse Problems with Application to MRI Reconstruction},
     author = {Hu, Yuyang and Peng, Albert and Gan, Wei and Kamilov, Ulugbek S.},
     journal = {arXiv preprint},
     volume = {2411.16535},
     year = {2024},
   }

2. IEEE TGRS

   Multimodal Diffusion Bridge with Attention-Based SAR Fusion for Satellite Image Cloud Removal

   Yuyang Hu, Suhas Lohit, Ulugbek S. Kamilov, and 1 more author

   IEEE Transactions on Geoscience and Remote Sensing, 2024

   arXiv Bib

   @article{hu2024tgrs,
     title = {Multimodal Diffusion Bridge with Attention-Based SAR Fusion for Satellite Image Cloud Removal},
     author = {Hu, Yuyang and Lohit, Suhas and Kamilov, Ulugbek S. and Marks, Tim K.},
     journal = {IEEE Transactions on Geoscience and Remote Sensing},
     year = {2024},
   }

3. ICLR

   A Restoration Network as an Implicit Prior

   Yuyang Hu, Mauricio Delbracio, Peyman Milanfar, and 1 more author

   In International Conference on Learning Representations (ICLR), 2024

   arXiv Bib

   @inproceedings{hu2024iclr,
     title = {A Restoration Network as an Implicit Prior},
     author = {Hu, Yuyang and Delbracio, Mauricio and Milanfar, Peyman and Kamilov, Ulugbek S.},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2024},
   }

4. MRM

   SPICER: Self-Supervised Learning for MRI with Automatic Coil Sensitivity Estimation

   Yuyang Hu, Wei Gan, Chunwei Ying, and 6 more authors

   Magnetic Resonance in Medicine, 2024

   arXiv
5. ISBI

   DiffGEPCI: 3D MRI Synthesis from mGRE Using 2.5D Diffusion

   Yuyang Hu, Satya V. V. N. Kothapalli, Wei Gan, and 5 more authors

   In IEEE International Symposium on Biomedical Imaging (ISBI), 2024

   arXiv
6. IEEE JSAIT

   Deep Model-Based Architectures for Inverse Problems under Mismatched Priors

   Saba Shoushtari, Jiaming Liu, Yuyang Hu, and 1 more author

   IEEE Journal on Selected Areas in Information Theory, 2024

   arXiv
7. Patent

   Self-supervised MRI Without Ground Truth

   Hongyu An, Ulugbek S. Kamilov, Yuyang Hu, and 4 more authors

   2024

2023

1. NeurIPS

   Block Coordinate Plug-and-Play for Blind Inverse Problems

   Wei Gan, Shirin Shoushtari, Yuyang Hu, and 3 more authors

   In Advances in Neural Information Processing Systems (NeurIPS), 2023

   arXiv
2. IEEE TCI

   Self-Supervised Deep Equilibrium Models

   Wei Gan, Chunwei Ying, Parna Eshraghi, and 7 more authors

   IEEE Transactions on Computational Imaging, 2023

   arXiv

2022

1. ICIP

   Monotonically Convergent Regularization by Denoising

   Yuyang Hu, Jiaming Liu, Xiaochuan Xu, and 1 more author

   In IEEE International Conference on Image Processing (ICIP), 2022

   arXiv

2021

1. ICCVW

   SS-JIRCS: Self-Supervised MRI Without Ground Truth

   Yuyang Hu, Wei Gan, Cihat Eldeniz, and 4 more authors

   In IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2021