HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction

15 March 2022

Papers citing "HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction"

23 / 23 papers shown

Title
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 29 0 0 04 May 2025
JotlasNet: Joint Tensor Low-Rank and Attention-based Sparse Unrolling Network for Accelerating Dynamic MRI Yinghao Zhang Haiyan Gui Ningdi Yang Yue Hu 44 0 0 17 Feb 2025
LoFi: Neural Local Fields for Scalable Image Reconstruction AmirEhsan Khorashadizadeh T. Liaudat Tianlin Liu Jason D. McEwen Ivan Dokmanić SupR 41 1 0 07 Nov 2024
Stochastic Gradient Descent Jittering for Inverse Problems: Alleviating the Accuracy-Robustness Tradeoff Peimeng Guan Mark A. Davenport 30 0 0 18 Oct 2024
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 35 2 0 19 Sep 2024
UnWave-Net: Unrolled Wavelet Network for Compton Tomography Image Reconstruction Ishak Ayad Cécilia Tarpau J. Cebeiro Mai K. Nguyen 29 0 0 05 Jun 2024
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction Yue Cai Yu Luo Jie Ling Shun Yao 32 2 0 09 May 2024
Score-based Generative Priors Guided Model-driven Network for MRI Reconstruction Xiaoyu Qiao Weisheng Li Bin Xiao Yuping Huang Lijian Yang DiffM 41 3 0 05 May 2024
Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI Chong Wang Lanqing Guo Yufei Wang Hao Cheng Yi Yu Bihan Wen 39 9 0 15 Mar 2024
QN-Mixer: A Quasi-Newton MLP-Mixer Model for Sparse-View CT Reconstruction Ishak Ayad Nicolas Larue Mai K. Nguyen 41 3 0 28 Feb 2024
Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data Kang Lin Reinhard Heckel OOD 32 5 0 16 Dec 2023
$k$ - $t$ CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image Reconstruction Liping Zhang Weitian Chen 25 3 0 17 Oct 2023
Fill the K-Space and Refine the Image: Prompting for Dynamic and Multi-Contrast MRI Reconstruction Bingyu Xin Meng Ye L. Axel Dimitris N. Metaxas 33 14 0 25 Sep 2023
Transformers in Healthcare: A Survey Subhash Nerella S. Bandyopadhyay Jiaqing Zhang Miguel Contreras Scott Siegel ... Jessica Sena B. Shickel A. Bihorac Kia Khezeli Parisa Rashidi MedIm AI4CE 21 25 0 30 Jun 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstruction Liping Zhang Xiaobo Li Weitian Chen 34 5 0 20 Jun 2023
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI Reconstruction Mevan Ekanayake Z. Chen Mehrtash Harandi Gary Egan Zhaolin Chen 33 3 0 01 Jun 2023
Analyzing the Sample Complexity of Self-Supervised Image Reconstruction Methods Tobit Klug Dogukan Atik Reinhard Heckel 39 8 0 30 May 2023
PETAL: Physics Emulation Through Averaged Linearizations for Solving Inverse Problems Jihui Jin Etienne Ollivier Richard X. Touret Matthew I. McKinley K. Sabra J. Romberg 24 2 0 18 May 2023
Experimental Design for Multi-Channel Imaging via Task-Driven Feature Selection Stefano B. Blumberg Paddy J. Slator Daniel C. Alexander 42 1 0 13 Oct 2022
Loop Unrolled Shallow Equilibrium Regularizer (LUSER) -- A Memory-Efficient Inverse Problem Solver Peimeng Guan Jihui Jin J. Romberg Mark A. Davenport 26 4 0 10 Oct 2022
Scaling Laws For Deep Learning Based Image Reconstruction Tobit Klug Reinhard Heckel 57 12 0 27 Sep 2022
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 95 174 0 15 Sep 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 283 3,623 0 24 Feb 2021