Jiaming Liu

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 25

Top Topics

Image Reconstruction

Diffusion Models

Theoretical Guarantees

Top Venues

IEEE J. Sel. Areas Inf. Theory

Publications

Marien Renaud, Jiaming Liu, Valentin De Bortoli, Andrés Almansa, Ulugbek Kamilov
Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models. ICLR (2024)
Edward P. Chandler, Shirin Shoushtari, Jiaming Liu, M. Salman Asif, Ulugbek S. Kamilov
Overcoming Distribution Shifts in Plug-and-Play Methods with Test-Time Training. CoRR (2024)
Zihao Zou, Shirin Shoushtari, Jiaming Liu, Jialiang Zhang, Patrick Judge, Emilia Santana, Alison Lim, Marcus Foston, Ulugbek S. Kamilov
TVCondNet: A Conditional Denoising Neural Network for NMR Spectroscopy. CoRR (2024)
Tomás Kerepecký, Jiaming Liu, Xue Wen Ng, David W. Piston, Ulugbek S. Kamilov
Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN. ICASSP (2023)
Jiaming Liu, Rushil Anirudh, Jayaraman J. Thiagarajan, Stewart He, K. Aditya Mohan, Ulugbek S. Kamilov, Hyojin Kim
DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction. ICCV (2023)
Shirin Shoushtari, Jiaming Liu, Edward P. Chandler, M. Salman Asif, Ulugbek S. Kamilov
Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis. CoRR (2023)
Weijie Gan, Chunwei Ying, Parna Eshraghi Boroojeni, Tongyao Wang, Cihat Eldeniz, Yuyang Hu, Jiaming Liu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
Self-Supervised Deep Equilibrium Models With Theoretical Guarantees and Applications to MRI Reconstruction. IEEE Trans. Computational Imaging 9 (2023)
Junhao Hu, Shirin Shoushtari, Zihao Zou, Jiaming Liu, Zhixin Sun, Ulugbek S. Kamilov
Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model. ICASSP (2023)
Marien Renaud, Jiaming Liu, Valentin De Bortoli, Andrés Almansa, Ulugbek S. Kamilov
Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models. CoRR (2023)
Edward P. Chandler, Shirin Shoushtari, Jiaming Liu, M. Salman Asif, Ulugbek S. Kamilov
Overcoming Distribution Shifts in Plug-and-Play Methods with Test- Time Training. CAMSAP (2023)
Weijie Gan, Shirin Shoushtari, Yuyang Hu, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems. CoRR (2023)
Weijie Gan, Shirin Shoushtari, Yuyang Hu, Jiaming Liu, Hongyu An, Ulugbek Kamilov
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems. NeurIPS (2023)
Shirin Shoushtari, Jiaming Liu, Ulugbek S. Kamilov
Diffusion Models for Phase Retrieval in Computational Imaging. ACSSC (2023)
Weijie Gan, Chunwei Ying, Parna Eshraghi, Tongyao Wang, Cihat Eldeniz, Yuyang Hu, Jiaming Liu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees. CoRR (2022)
Jiaming Liu, Xiaojian Xu, Weijie Gan, Shirin Shoushtari, Ulugbek S. Kamilov
Online Deep Equilibrium Learning for Regularization by Denoising. CoRR (2022)
Jiaming Liu, Xiaojian Xu, Weijie Gan, Shirin Shoushtari, Ulugbek Kamilov
Online Deep Equilibrium Learning for Regularization by Denoising. NeurIPS (2022)
Junhao Hu, Shirin Shoushtari, Zihao Zou, Jiaming Liu, Zhixin Sun, Ulugbek S. Kamilov
Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model. CoRR (2022)
Yuyang Hu, Jiaming Liu, Xiaojian Xu, Ulugbek S. Kamilov
Monotonically Convergent Regularization by Denoising. ICIP (2022)
Tomás Kerepecký, Jiaming Liu, Xue Wen Ng, David W. Piston, Ulugbek S. Kamilov
Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN. CoRR (2022)
Shirin Shoushtari, Jiaming Liu, Yuyang Hu, Ulugbek S. Kamilov
Deep Model-Based Architectures for Inverse Problems Under Mismatched Priors. IEEE J. Sel. Areas Inf. Theory 3 (3) (2022)
Jiaming Liu, Rushil Anirudh, Jayaraman J. Thiagarajan, Stewart He, K. Aditya Mohan, Ulugbek S. Kamilov, Hyojin Kim
DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction. CoRR (2022)
Shirin Shoushtari, Jiaming Liu, Ulugbek S. Kamilov
DOLPH: Diffusion Models for Phase Retrieval. CoRR (2022)
Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
Deformation-Compensated Learning for Image Reconstruction Without Ground Truth. IEEE Trans. Medical Imaging 41 (9) (2022)
Shirin Shoushtari, Jiaming Liu, Yuyang Hu, Ulugbek S. Kamilov
Deep Model-Based Architectures for Inverse Problems under Mismatched Priors. CoRR (2022)
Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek Kamilov
Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition. NeurIPS (2021)