publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. IEEE TCI
    Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction
    Shijun Liang, Evan Bell, Qing Qu, and 2 more authors
    IEEE Transactions on Computational Imaging, 2025
    DOI PDF

2024

  1. NeurIPS
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    Image Reconstruction Via Autoencoding Sequential Deep Image Prior
    Shijun Liang, Ismail Alkhouri, Evan Bell, and 3 more authors
    In Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
    PDF
  2. IEEE TCI
    Adaptive Local Neighborhood-Based Neural Networks for MR Image Reconstruction From Undersampled Data
    Shijun Liang, Anish Lahiri, and Saiprasad Ravishankar
    IEEE Transactions on Computational Imaging, 2024
    DOI PDF
  3. ICML submission
    SITCOM: Step-wise Triple-Consistent Diffusion Sampling for Inverse Problems
    Shijun Liang, Ismail Alkhouri, Cheng-Han Huang, and 4 more authors
    2024
    PDF
  4. ICASSP
    Diffusion-Based Adversarial Purification for Robust Deep Mri Reconstruction
    Shijun Liang, Ismail Alkhouri, Rongrong Wang, and 2 more authors
    In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024
    DOI PDF

2023

  1. ICASSP
    SMUG: Towards Robust MRI Reconstruction by Smoothed Unrolling
    Hui Li, Jinghan Jia, Shijun Liang, and 3 more authors
    In ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
    DOI PDF