MoDL: Model Based Deep Learning Architecture for Inverse Problems

7 December 2017

Papers citing "MoDL: Model Based Deep Learning Architecture for Inverse Problems"

50 / 344 papers shown

Title
Hybrid Learning: A Novel Combination of Self-Supervised and Supervised Learning for MRI Reconstruction without High-Quality Training Reference Haoyang Pei Ding Xia Xiang Xu William Moore Yao Wang Hersh Chandarana Li Feng 34 0 0 09 May 2025
Deep learning of personalized priors from past MRI scans enables fast, quality-enhanced point-of-care MRI with low-cost systems Tal Oved Beatrice Lena Chloé F. Najac Sheng Shen Matthew S. Rosen Andrew Webb Efrat Shimron MedIm 33 0 0 05 May 2025
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 24 0 0 04 May 2025
Deep Learning Assisted Outer Volume Removal for Highly-Accelerated Real-Time Dynamic MRI Merve Gülle Sebastian Weingärtner Mehmet Akçakaya 46 0 0 01 May 2025
InvFussion: Bridging Supervised and Zero-shot Diffusion for Inverse Problems Noam Elata Hyungjin Chung Jong Chul Ye T. Michaeli Michael Elad DiffM 35 0 0 02 Apr 2025
Universal Architectures for the Learning of Polyhedral Norms and Convex Regularizers M. Unser Stanislas Ducotterd 40 0 0 24 Mar 2025
Deep End-to-End Posterior ENergy (DEEPEN) for image recovery Jyothi Rikhab Chand M. Jacob DiffM 41 0 0 21 Mar 2025
Reconstruct Anything Model: a lightweight foundation model for computational imaging M. Terris Samuel Hurault Maxime Song Julian Tachella MedIm DiffM 70 2 0 11 Mar 2025
CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping Xiaojian Xu Weijie Gan Satya V. V. N. Kothapalli D. Yablonskiy Ulugbek S. Kamilov MedIm 74 5 0 21 Feb 2025
Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction Andrew Wang Steven McDonagh Mike Davies OOD SSL 114 0 0 19 Feb 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
Exploring Siamese Networks in Self-Supervised Fast MRI Reconstruction Liyan Sun Shaocong Yu Chi Zhang Xinghao Ding SSL 34 0 0 18 Jan 2025
Comprehensive Examination of Unrolled Networks for Solving Linear Inverse Problems Eric Chen Xi Chen A. Maleki S. Jalali 33 0 0 08 Jan 2025
A Self-supervised Diffusion Bridge for MRI Reconstruction Harry Gao Weijie Gan Yuyang Hu Hongyu An Ulugbek S. Kamilov DiffM MedIm 24 1 0 08 Jan 2025
A Trust-Guided Approach to MR Image Reconstruction with Side Information Arda Atalık S. Chopra D. Sodickson 28 0 0 06 Jan 2025
MRI Reconstruction with Regularized 3D Diffusion Model (R3DM) Arya Bangun Zhuo Cao Alessio Quercia Hanno Scharr Elisabeth Pfaehler MedIm 37 0 0 25 Dec 2024
Pruning Unrolled Networks (PUN) at Initialization for MRI Reconstruction Improves Generalization S. Liang Evan Bell Avrajit Ghosh S. Ravishankar 29 0 0 24 Dec 2024
Stability Bounds for the Unfolded Forward-Backward Algorithm Émilie Chouzenoux Cecile Della Valle J. Pesquet 26 0 0 23 Dec 2024
Deep End-to-end Adaptive k-Space Sampling, Reconstruction, and Registration for Dynamic MRI George Yiasemis J. Sonke Jonas Teuwen 70 0 0 27 Nov 2024
A Learned Proximal Alternating Minimization Algorithm and Its Induced Network for a Class of Two-block Nonconvex and Nonsmooth Optimization Y. Chen Lezhi Liu Lei Zhang 29 0 0 10 Nov 2024
LoFi: Neural Local Fields for Scalable Image Reconstruction AmirEhsan Khorashadizadeh T. Liaudat Tianlin Liu Jason D. McEwen Ivan Dokmanić SupR 41 0 0 07 Nov 2024
Deep unrolled primal dual network for TOF-PET list-mode image reconstruction Rui Hu Chenxu Li Kun Tian Jianan Cui Yunmei Chen Huafeng Liu 16 0 0 15 Oct 2024
Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging Paul Weiser Georg Langs W. Bogner Stanislav Motyka Bernhard Strasser ... Tracy Batchelor Daniel Cahill Malte Hoffmann Antoine Klauser Ovidiu C. Andronesi 22 0 0 26 Sep 2024
Moner: Motion Correction in Undersampled Radial MRI with Unsupervised Neural Representation Qing Wu Chenhe Du Xuanyu Tian Jingyi Yu Yuyao Zhang Hongjiang Wei 23 0 0 25 Sep 2024
A Plug-and-Play Method for Guided Multi-contrast MRI Reconstruction based on Content/Style Modeling Chinmay Rao M. Osch Nicola Pezzotti J. de Bresser Laurens Beljaards J. Meineke E. Weerdt Huangling Lu M. Doneva Marius Staring 28 1 0 20 Sep 2024
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 35 2 0 19 Sep 2024
Multi-frequency Electrical Impedance Tomography Reconstruction with Multi-Branch Attention Image Prior Hao Fang Zhe Liu Yi Feng Zhen Qiu Pierre Bagnaninchi Yunjie Yang 18 1 0 17 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 36 2 0 16 Sep 2024
SRE-CNN: A Spatiotemporal Rotation-Equivariant CNN for Cardiac Cine MR Imaging Yuliang Zhu Jing Cheng Zhuo-Xu Cui Jianfeng Ren Chengbo Wang Dong Liang 21 2 0 13 Sep 2024
Reliable Deep Diffusion Tensor Estimation: Rethinking the Power of Data-Driven Optimization Routine Jialong Li Zhicheng Zhang Yunwei Chen Qiqi Lu Ye Wu Xiaoming Liu QianJin Feng Yanqiu Feng Xinyuan Zhang DiffM MedIm 26 0 0 04 Sep 2024
Controlled Learning of Pointwise Nonlinearities in Neural-Network-Like Architectures Michael Unser Alexis Goujon Stanislas Ducotterd 24 2 0 23 Aug 2024
Learning Regularization for Graph Inverse Problems Moshe Eliasof Md Shahriar Rahim Siddiqui Carola-Bibiane Schönlieb Eldad Haber GNN 34 0 0 19 Aug 2024
Robust Simultaneous Multislice MRI Reconstruction Using Deep Generative Priors Shoujin Huang Guanxiong Luo Yuwan Wang Kexin Yang Lingyan Zhang ... Hua Guo Min Wang Mengye Lyu Lingyan Zhang Mengye Lyu MedIm 47 1 0 31 Jul 2024
Non-Asymptotic Uncertainty Quantification in High-Dimensional Learning Frederik Hoppe C. M. Verdun Hannah Laus Felix Krahmer Holger Rauhut UQCV 22 1 0 18 Jul 2024
Towards Physics-informed Cyclic Adversarial Multi-PSF Lensless Imaging Abeer Banerjee Sanjay Singh 22 0 0 09 Jul 2024
Attention Incorporated Network for Sharing Low-rank, Image and K-space Information during MR Image Reconstruction to Achieve Single Breath-hold Cardiac Cine Imaging Siying Xu Kerstin Hammernik Andreas Lingg Jens Kuebler Patrick Krumm Daniel Rueckert S. Gatidis T. Kuestner 31 1 0 03 Jul 2024
Highly Accelerated MRI via Implicit Neural Representation Guided Posterior Sampling of Diffusion Models Jiayue Chu Chenhe Du Xiyue Lin Yuyao Zhang Hongjiang Wei MedIm DiffM 34 1 0 03 Jul 2024
Accelerating Longitudinal MRI using Prior Informed Latent Diffusion Yonatan Urman Zachary Shah Ashwin Kumar Bruno P. Soares K. Setsompop MedIm 26 0 0 29 Jun 2024
INFusion: Diffusion Regularized Implicit Neural Representations for 2D and 3D accelerated MRI reconstruction Y. Arefeen Brett Levac Zach Stoebner Jonathan I. Tamir MedIm 16 1 0 19 Jun 2024
Dreamguider: Improved Training free Diffusion-based Conditional Generation Nithin Gopalakrishnan Nair Vishal M. Patel 30 2 0 04 Jun 2024
A Brief Overview of Optimization-Based Algorithms for MRI Reconstruction Using Deep Learning Wanyu Bian 30 5 0 03 Jun 2024
End-to-End Model-based Deep Learning for Dual-Energy Computed Tomography Material Decomposition Jiandong Wang Alessandro Perelli MedIm 23 0 0 01 Jun 2024
MVMS-RCN: A Dual-Domain Unfolding CT Reconstruction with Multi-sparse-view and Multi-scale Refinement-correction Xiaohong Fan Ke-long Chen Huaming Yi Yin Yang Jianping Zhang 41 0 0 27 May 2024
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction Yue Cai Yu Luo Jie Ling Shun Yao 22 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 32 3 0 05 May 2024
Reference-Free Image Quality Metric for Degradation and Reconstruction Artifacts Han Cui A. D. Goyeneche Efrat Shimron Boyuan Ma Michael Lustig 23 0 0 01 May 2024
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging D. Karkalousos Ivana Išgum Henk A. Marquering M. Caan 25 0 0 30 Apr 2024
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model Zezheng Song Jiaxin Yuan Haizhao Yang AI4CE 38 16 0 23 Apr 2024
Invertible Diffusion Models for Compressed Sensing Bin Chen Zhenyu Zhang Weiqi Li Chen Zhao Jiwen Yu Shijie Zhao Jie Chen Jian Andrew Zhang DiffM 47 5 0 25 Mar 2024
Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI Chong Wang Lanqing Guo Yufei Wang Hao Cheng Yi Yu Bihan Wen 31 9 0 15 Mar 2024