AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis

23 December 2021

Yutong Chen

Carola-Bibiane Schönlieb

Guang Yang

Papers citing "AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis"

30 / 30 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
MRI super-resolution reconstruction using efficient diffusion probabilistic model with residual shifting Mojtaba Safari Shansong Wang Zach Eidex Qiang Li Erik H. Middlebrooks D. Yu Xiaofeng Yang MedIm 81 1 0 03 Mar 2025
Deep End-to-end Adaptive k-Space Sampling, Reconstruction, and Registration for Dynamic MRI George Yiasemis J. Sonke Jonas Teuwen 73 0 0 27 Nov 2024
A Unified Model for Compressed Sensing MRI Across Undersampling Patterns Armeet Singh Jatyani Jiayun Wang Zihui Wu Miguel Liu-Schiaffini Bahareh Tolooshams Anima Anandkumar Anima Anandkumar 29 1 0 05 Oct 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 38 2 0 16 Sep 2024
Decoding the human brain tissue response to radiofrequency excitation using a biophysical-model-free deep MRI on a chip framework Dinor Nagar Moritz Zaiss Or Perlman MedIm 28 0 0 15 Aug 2024
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling Ruiquan Ge Xiao Yu Yifei Chen Fan Jia Shenghao Zhu ... Dong Zeng Dong Zeng Qiegen Liu S. Niu Shanzhou Niu MedIm 46 3 0 11 Aug 2024
BrainFounder: Towards Brain Foundation Models for Neuroimage Analysis Joseph Cox Peng Liu Skylar E. Stolte Yunchao Yang Kang Liu Kyle B. See Huiwen Ju Ruogu Fang MedIm 21 13 0 14 Jun 2024
NeRF Solves Undersampled MRI Reconstruction Tae Jun Jang Chang Min Hyun 24 3 0 20 Feb 2024
K-band: Self-supervised MRI Reconstruction via Stochastic Gradient Descent over K-space Subsets Frédéric Wang Han Qi A. D. Goyeneche Reinhard Heckel Michael Lustig Efrat Shimron 25 5 0 05 Aug 2023
One for Multiple: Physics-informed Synthetic Data Boosts Generalizable Deep Learning for Fast MRI Reconstruction Z. Wang Xiaotong Yu Chengyan Wang Weibo Chen Jiazheng Wang ... C. Cai Zhongze Chen D. Guo Guang Yang X. Qu AI4CE 39 14 0 25 Jul 2023
CDiffMR: Can We Replace the Gaussian Noise with K-Space Undersampling for Fast MRI? Jiahao Huang Angelica Aviles-Rivero Carola-Bibiane Schönlieb Guang Yang DiffM MedIm 20 13 0 25 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
Fast MRI Reconstruction via Edge Attention Hanhui Yang Juncheng Li L. Lui Shihui Ying Jun Shi T. Zeng 15 7 0 22 Apr 2023
Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study Jiahao Huang Pedro F. Ferreira Lichao Wang Yinzhe Wu Angelica I. Aviles-Rivero ... R. Rajakulasingam Ranil De Silva D. Pennell S. Nielles-Vallespin Guang Yang DiffM 15 8 0 31 Mar 2023
Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRI Zhifan Gao Yifeng Guo Jiajing Zhang T. Zeng Guang Yang MedIm 13 19 0 27 Jan 2023
ViGU: Vision GNN U-Net for Fast MRI Jiahao Huang Angelica Aviles-Rivero Carola-Bibiane Schonlieb Guang Yang 8 12 0 23 Jan 2023
Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT Jacopo Teneggi P. Yi Jeremias Sulam 25 3 0 29 Nov 2022
MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation Nitzan Avidan Moti Freiman OOD 14 4 0 31 Aug 2022
Tiny-HR: Towards an interpretable machine learning pipeline for heart rate estimation on edge devices Preetam Anbukarasu Shailesh Nanisetty Ganesh Tata Nilanjan Ray 26 5 0 16 Aug 2022
ICRICS: Iterative Compensation Recovery for Image Compressive Sensing Honggui Li M. Trocan Dimitri Galayko Mohamad Sawan 16 2 0 19 Jul 2022
Swin Deformable Attention U-Net Transformer (SDAUT) for Explainable Fast MRI Jiahao Huang Xiaodan Xing Zhifan Gao Guang Yang ViT MedIm 19 26 0 05 Jul 2022
Localized adversarial artifacts for compressed sensing MRI Rima Alaifari Giovanni S. Alberti Tandri Gauksson AAML 14 4 0 10 Jun 2022
A theoretical framework for self-supervised MR image reconstruction using sub-sampling via variable density Noisier2Noise Charles Millard M. Chiew 32 32 0 20 May 2022
PUERT: Probabilistic Under-sampling and Explicable Reconstruction Network for CS-MRI Jingfen Xie Jian Andrew Zhang Yongbing Zhang Xiangyang Ji 22 28 0 24 Apr 2022
Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers Jiahao Huang Yingying Fang Yang Nan Huanjun Wu Yinzhe Wu ... Zidong Wang Pietro Lio' Daniel Rueckert Yonina C. Eldar Guang Yang OOD MedIm 31 3 0 01 Apr 2022
A Long Short-term Memory Based Recurrent Neural Network for Interventional MRI Reconstruction Ruiyang Zhao Zhao He Tao Wang Suhao Qiu Pawel Herman ... Chencheng Zhang D. Shen Bomin Sun Guangyao Yang Yuan Feng 15 2 0 28 Mar 2022
Fast MRI Reconstruction: How Powerful Transformers Are? Jiahao Huang Yinzhe Wu Huanjun Wu Guang Yang OOD ViT MedIm 10 21 0 23 Jan 2022
Swin Transformer for Fast MRI Jiahao Huang Yingying Fang Yinzhe Wu Huanjun Wu Zhifan Gao Yang Li Javier Del Ser Jun Xia Guang Yang ViT OOD 24 142 0 10 Jan 2022
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR Yoseob Han J. Yoo J. C. Ye MedIm OOD 100 231 0 03 Mar 2017