Shijun Liang

24 papers A* 2B 1Misc 4Journal 12Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Understanding Untrained Deep Models for Inverse Problems [From the Guest Editors]: Algorithms and theory.
IEEE Signal Process. Mag.
Ismail Alkhouri, Evan Bell, Avrajit Ghosh, Shijun Liang, Rongrong Wang, Saiprasad Ravishankar
2025 J jnl
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction.
IEEE Trans. Computational Imaging
Shijun Liang, Evan Bell, Qing Qu, Rongrong Wang, Saiprasad Ravishankar
2025 — conf
Network-Regularized Diffusion Sampling For 3D Computed Tomography.
CAMSAP
Shijun Liang, Ismail Alkhouri, Qing Qu, Rongrong Wang, Saiprasad Ravishankar
2025 J jnl
Robust MRI Reconstruction by Smoothed Unrolling (SMUG).
IEEE J. Sel. Top. Signal Process.
Shijun Liang, Van Hoang Minh Nguyen, Jinghan Jia, Ismail R. Alkhouri, Sijia Liu, Saiprasad Ravishankar
2025 A* conf
SITCOM: Step-wise Triple-Consistent Diffusion Sampling For Inverse Problems.
ICML
Ismail Alkhouri, Shijun Liang, Cheng-Han Huang, Jimmy Dai, Qing Qu, Saiprasad Ravishankar, Rongrong Wang
2025 Misc conf
Sequential Diffusion-Guided Deep Image Prior for Medical Image Reconstruction.
ICASSP
Shijun Liang, Ismail Alkhouri, Qing Qu, Rongrong Wang, Saiprasad Ravishankar
2025 — conf
Tada-DIP: Input-adaptive Deep Image Prior for One-shot 3D Image Reconstruction.
IEEECONF
Evan Bell, Shijun Liang, Ismail Alkhouri, Saiprasad Ravishankar
2025 J jnl
Tada-DIP: Input-adaptive Deep Image Prior for One-shot 3D Image Reconstruction.
CoRR
Evan Bell, Shijun Liang, Ismail Alkhouri, Saiprasad Ravishankar
2025 J jnl
UGoDIT: Unsupervised Group Deep Image Prior Via Transferable Weights.
CoRR
Shijun Liang, Ismail R. Alkhouri, Siddhant Gautam, Qing Qu, Saiprasad Ravishankar
2024 J jnl
Adaptive Local Neighborhood-Based Neural Networks for MR Image Reconstruction From Undersampled Data.
IEEE Trans. Computational Imaging
Shijun Liang, Anish Lahiri, Saiprasad Ravishankar
2024 J jnl
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction.
CoRR
Shijun Liang, Evan Bell, Qing Qu, Rongrong Wang, Saiprasad Ravishankar
2024 — conf
Controllable Universal Edge-Preserving Image Filtering.
MIPR
Shijun Liang, Dongdong Fu
2024 Misc conf
Diffusion-Based Adversarial Purification for Robust Deep Mri Reconstruction.
ICASSP
Ismail Alkhouri, Shijun Liang, Rongrong Wang, Qing Qu, Saiprasad Ravishankar
2024 A* conf
Image Reconstruction Via Autoencoding Sequential Deep Image Prior.
NeurIPS
Ismail Alkhouri, Shijun Liang, Evan Bell, Qing Qu, Rongrong Wang, Saiprasad Ravishankar
2024 — conf
Pruning Unrolled Networks (PUN) at Initialization for MRI Reconstruction Improves Generalization.
IEEECONF
Shijun Liang, Evan Bell, Avrajit Ghosh, Saiprasad Ravishankar
2024 J jnl
Pruning Unrolled Networks (PUN) at Initialization for MRI Reconstruction Improves Generalization.
CoRR
Shijun Liang, Evan Bell, Avrajit Ghosh, Saiprasad Ravishankar
2024 J jnl
SITCOM: Step-wise Triple-Consistent Diffusion Sampling for Inverse Problems.
CoRR
Ismail Alkhouri, Shijun Liang, Cheng-Han Huang, Jimmy Dai, Qing Qu, Saiprasad Ravishankar, Rongrong Wang
2023 J jnl
Robust MRI Reconstruction by Smoothed Unrolling (SMUG).
CoRR
Shijun Liang, Van Hoang Minh Nguyen, Jinghan Jia, Ismail Alkhouri, Sijia Liu, Saiprasad Ravishankar
2023 Misc conf
Robust Self-Guided Deep Image Prior.
ICASSP
Evan Bell, Shijun Liang, Qing Qu, Saiprasad Ravishankar
2023 Misc conf
SMUG: Towards Robust Mri Reconstruction by Smoothed Unrolling.
ICASSP
Hui Li, Jinghan Jia, Shijun Liang, Yuguang Yao, Saiprasad Ravishankar, Sijia Liu
2023 J jnl
SMUG: Towards robust MRI reconstruction by smoothed unrolling.
CoRR
Hui Li, Jinghan Jia, Shijun Liang, Yuguang Yao, Saiprasad Ravishankar, Sijia Liu
2022 J jnl
Adaptive Local Neighborhood-based Neural Networks for MR Image Reconstruction from Undersampled Data.
CoRR
Shijun Liang, Anish Lahiri, Saiprasad Ravishankar
2022 — conf
LONDN-MRI: Adaptive Local Neighborhood-Based Networks for MR Image Reconstruction from Undersampled Data.
ISBI
Shijun Liang, Ashwin Sreevatsa, Anish Lahiri, Saiprasad Ravishankar
2021 B conf
Labmat: Learned Feature-Domain Block Matching For Image Restoration.
ICIP
Shijun Liang, Berk Iskender, Bihan Wen, Saiprasad Ravishankar