Title
Zero-Shot Self-Supervised Learning for MRI ReconstructionInternational Conference on Learning Representations (ICLR), 2021 Burhaneddin Yaman S. A. Hosseini Mehmet Akçakaya 250 88 0 15 Feb 2021
Bayesian Uncertainty Estimation of Learned Variational MRI ReconstructionIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Dominik Narnhofer Alexander Effland Erich Kobler Kerstin Hammernik Florian Knoll Thomas Pock UQCV BDL 102 56 0 12 Feb 2021
Can stable and accurate neural networks be computed? -- On the barriers of deep learning and Smale's 18th problemProceedings of the National Academy of Sciences of the United States of America (PNAS), 2021 Matthew J. Colbrook Vegard Antun A. Hansen 217 145 0 20 Jan 2021
Machine Learning in Magnetic Resonance Imaging: Image ReconstructionPhysica medica (Testo stampato) (Phys Med), 2020 Javier Montalt-Tordera V. Muthurangu A. Hauptmann J. Steeden AI4CE 152 48 0 09 Dec 2020
Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction Matthew Muckley Bruno Riemenschneider A. Radmanesh Sunwoo Kim Geunu Jeong ... Anuroop Sriram Zhengnan Huang N. Yakubova Yvonne W. Lui Florian Knoll OOD 129 47 0 09 Dec 2020
Yet it moves: Learning from Generic Motions to Generate IMU data from YouTube videos Vitor Fortes Rey Kamalveer Kaur Garewal P. Lukowicz 82 6 0 23 Nov 2020
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations Youssef Beauferris Jonas Teuwen D. Karkalousos N. Moriakov M. Caan ... Mike Lasby N. Nogovitsyn W. Loos Richard Frayne Roberto Souza OOD 149 40 0 10 Nov 2020
Solving Inverse Problems With Deep Neural Networks -- Robustness Included? Martin Genzel Jan Macdonald M. März AAML OOD 127 122 0 09 Nov 2020
Experimental design for MRI by greedy policy searchNeural Information Processing Systems (NeurIPS), 2020 Tim Bakker H. V. Hoof Max Welling 168 61 0 30 Oct 2020
Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks in Highly Accelerated MRI Burhaneddin Yaman Hongyi Gu S. A. Hosseini Omer Burak Demirel S. Moeller J. Ellermann K. Uğurbil Mehmet Akçakaya OOD 215 2 0 13 Aug 2020
Stabilizing Deep Tomographic Reconstruction Weiwen Wu Dianlin Hu W. Cong Hongming Shan Shaoyu Wang Chuang Niu Pingkun Yan Hengyong Yu V. Vardhanabhuti Ge Wang OOD 147 10 0 04 Aug 2020
High-Fidelity Accelerated MRI Reconstruction by Scan-Specific Fine-Tuning of Physics-Based Neural Networks S. A. Hosseini Burhaneddin Yaman S. Moeller Mehmet Akçakaya 93 8 0 12 May 2020
An Adaptive Intelligence Algorithm for Undersampled Knee MRI ReconstructionIEEE Access (IEEE Access), 2020 Nicola Pezzotti Sahar Yousefi Mohamed S. Elmahdy J. V. Gemert C. Schulke ... Sergey Kastryulin B. Lelieveldt M. Osch E. Weerdt Marius Staring 117 113 0 15 Apr 2020
MRI Banding Removal via Adversarial TrainingNeural Information Processing Systems (NeurIPS), 2020 Aaron Defazio Tullie Murrell M. Recht MedIm 143 16 0 23 Jan 2020
The troublesome kernel -- On hallucinations, no free lunches and the accuracy-stability trade-off in inverse problemsSIAM Review (SIAM Rev.), 2020 N. Gottschling Vegard Antun A. Hansen Ben Adcock 229 46 0 05 Jan 2020
Pyramid Convolutional RNN for MRI Image ReconstructionIEEE Transactions on Medical Imaging (TMI), 2019 Eric Z. Chen Puyang Wang Xiao Chen Terrence Chen Shanhui Sun 244 52 0 02 Dec 2019
LANTERN: learn analysis transform network for dynamic magnetic resonance imaging with small datasetInverse Problems and Imaging (IPI), 2019 Shanshan Wang Yanxia Chen Taohui Xiao Ziwen Ke Qiegen Liu Bingsheng Huang 72 4 0 24 Aug 2019