publications | Yuyang Hu

2026

ECCV

Generative Manifold Distillation: Aligning Restoration Trajectories with Natural Image Prior

Yuyang Hu, Mojtaba Sahraee-Ardakan, Arpit Bansal, and 4 more authors

In European Conference on Computer Vision (ECCV), 2026

@inproceedings{hu2026gmd,
  title = {Generative Manifold Distillation: Aligning Restoration Trajectories with Natural Image Prior},
  author = {Hu, Yuyang and Sahraee-Ardakan, Mojtaba and Bansal, Arpit and Mei, Kangfu and Qi, Chenyang and Milanfar, Peyman and Delbracio, Mauricio},
  booktitle = {European Conference on Computer Vision (ECCV)},
  year = {2026},
}

IEEE TCI

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

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

IEEE Transactions on Computational Imaging, 2026

Y. Hu and A. Peng contributed equally.

DOI arXiv Bib Website

@article{hu2026adobi,
  title = {ADOBI: Adaptive Diffusion Bridge for Blind Inverse Problems with Application to MRI Reconstruction},
  author = {Hu, Yuyang and Peng, Albert and Gan, Weijie and Kamilov, Ulugbek S.},
  journal = {IEEE Transactions on Computational Imaging},
  year = {2026},
  doi = {10.1109/TCI.2026.3678407},
  note = {Y. Hu and A. Peng contributed equally.}
}

2025

NeurIPS

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

Yuyang Hu, Kangfu Mei, Mojtaba 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, Kangfu and Sahraee-Ardakan, Mojtaba and Kamilov, Ulugbek S. and Milanfar, Peyman and Delbracio, Mauricio},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
}

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, 2025

DOI arXiv Bib

@article{hu2025tgrs,
  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},
  volume = {63},
  year = {2025},
  doi = {10.1109/TGRS.2025.3604654},
}

ICML

Stochastic Deep Restoration Priors for Imaging Inverse Problems

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

In International Conference on Machine Learning (ICML), 2025

arXiv Bib

@inproceedings{hu2025sharp,
  title = {Stochastic Deep Restoration Priors for Imaging Inverse Problems},
  author = {Hu, Yuyang and Peng, Albert and Gan, Weijie and Milanfar, Peyman and Delbracio, Mauricio and Kamilov, Ulugbek S.},
  booktitle = {International Conference on Machine Learning (ICML)},
  pages = {24621--24652},
  year = {2025},
}

ICIP

Plug-and-Play Priors as a Score-Based Method

Chicago Y. Park, Yuyang Hu, Michael T. McCann, and 3 more authors

In IEEE International Conference on Image Processing (ICIP), 2025

arXiv Bib Website

@inproceedings{park2025scorepnp,
  title = {Plug-and-Play Priors as a Score-Based Method},
  author = {Park, Chicago Y. and Hu, Yuyang and McCann, Michael T. and Garcia-Cardona, Cristina and Wohlberg, Brendt and Kamilov, Ulugbek S.},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  pages = {49--54},
  year = {2025},
}

ISBI

A Self-Supervised Diffusion Bridge for MRI Reconstruction

Harry Gao, Weijie Gan, Yuyang Hu, and 2 more authors

In IEEE International Symposium on Biomedical Imaging (ISBI), 2025

DOI arXiv Bib

@inproceedings{gao2025selfdb,
  title = {A Self-Supervised Diffusion Bridge for MRI Reconstruction},
  author = {Gao, Harry and Gan, Weijie and Hu, Yuyang and An, Hongyu and Kamilov, Ulugbek S.},
  booktitle = {IEEE International Symposium on Biomedical Imaging (ISBI)},
  year = {2025},
  doi = {10.1109/ISBI60581.2025.10980710},
}

JMIV

Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning

Chicago Y. Park, Weijie Gan, Zihao Zou, and 3 more authors

Journal of Mathematical Imaging and Vision, 2025

DOI arXiv Bib

@article{park2025jmiv,
  title = {Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning},
  author = {Park, Chicago Y. and Gan, Weijie and Zou, Zihao and Hu, Yuyang and Sun, Zhixin and Kamilov, Ulugbek S.},
  journal = {Journal of Mathematical Imaging and Vision},
  volume = {67},
  number = {2},
  year = {2025},
  doi = {10.1007/s10851-025-01241-1},
}

2024

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 Website

@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},
}

MRM

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

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

Magnetic Resonance in Medicine, 2024

Y. Hu and W. Gan contributed equally.

DOI arXiv Bib

@article{hu2024spicer,
  title = {SPICER: Self-Supervised Learning for MRI with Automatic Coil Sensitivity Estimation and Reconstruction},
  author = {Hu, Yuyang and Gan, Weijie and Ying, Chunwei and Wang, Tongyao and Eldeniz, Cihat and Liu, Jiaming and Chen, Yasheng and An, Hongyu and Kamilov, Ulugbek S.},
  journal = {Magnetic Resonance in Medicine},
  volume = {92},
  number = {3},
  pages = {1048--1063},
  year = {2024},
  doi = {10.1002/mrm.30121},
  note = {Y. Hu and W. Gan contributed equally.}
}

ISBI

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

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

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

arXiv Bib

@inproceedings{hu2024diffgepci,
  title = {DiffGEPCI: 3D MRI Synthesis from mGRE Signals Using 2.5D Diffusion Model},
  author = {Hu, Yuyang and Kothapalli, Satya V. V. N. and Gan, Weijie and Sukstanskii, Alexander L. and Wu, Gregory F. and Goyal, Manu and Yablonskiy, Dmitriy A. and Kamilov, Ulugbek S.},
  booktitle = {IEEE International Symposium on Biomedical Imaging (ISBI)},
  year = {2024},
}

2023

NeurIPS

Block Coordinate Plug-and-Play Methods for Blind Inverse Problems

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

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

arXiv Bib

@inproceedings{gan2023neurips,
  title = {Block Coordinate Plug-and-Play Methods for Blind Inverse Problems},
  author = {Gan, Weijie and Shoushtari, Shirin and Hu, Yuyang and Liu, Jiaming and An, Hongyu and Kamilov, Ulugbek S.},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
}

IEEE TCI

Self-Supervised Deep Equilibrium Models with Theoretical Guarantees and Applications to MRI Reconstruction

Weijie Gan, Chunwei Ying, Parna Eshraghi Boroojeni, and 7 more authors

IEEE Transactions on Computational Imaging, 2023

arXiv Bib

@article{gan2023tci,
  title = {Self-Supervised Deep Equilibrium Models with Theoretical Guarantees and Applications to MRI Reconstruction},
  author = {Gan, Weijie and Ying, Chunwei and Eshraghi Boroojeni, Parna and Wang, Tongyao and Eldeniz, Cihat and Hu, Yuyang and Liu, Jiaming and Chen, Yasheng and An, Hongyu and Kamilov, Ulugbek S.},
  journal = {IEEE Transactions on Computational Imaging},
  volume = {9},
  pages = {796--807},
  year = {2023},
}

Patent

Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth

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

2023

HTML

2022

IEEE JSAIT

Deep Model-Based Architectures for Inverse Problems under Mismatched Priors

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

IEEE Journal on Selected Areas in Information Theory, 2022

arXiv Bib

@article{shoushtari2022jsait,
  title = {Deep Model-Based Architectures for Inverse Problems under Mismatched Priors},
  author = {Shoushtari, Shirin and Liu, Jiaming and Hu, Yuyang and Kamilov, Ulugbek S.},
  journal = {IEEE Journal on Selected Areas in Information Theory},
  volume = {3},
  number = {3},
  pages = {468--480},
  year = {2022},
}

ICIP

Monotonically Convergent Regularization by Denoising

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

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

arXiv Bib

@inproceedings{hu2022icip,
  title = {Monotonically Convergent Regularization by Denoising},
  author = {Hu, Yuyang and Liu, Jiaming and Xu, Xiaojian and Kamilov, Ulugbek S.},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  pages = {426--430},
  year = {2022},
}

2021

ICCVW

SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth

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

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

W. Gan and Y. Hu contributed equally.

Bib

@inproceedings{gan2021iccvw,
  title = {SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth},
  author = {Gan, Weijie and Hu, Yuyang and Eldeniz, Cihat and Liu, Jiaming and Chen, Yasheng and An, Hongyu and Kamilov, Ulugbek S.},
  booktitle = {IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)},
  pages = {4048--4056},
  year = {2021},
  note = {W. Gan and Y. Hu contributed equally.}
}