Machine Learning for Medical Image Reconstruction: Third International Workshop, MLMIR 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings

Front Matter ....Pages i-viii
Front Matter ....Pages 1-1
 3D FLAT: Feasible Learned Acquisition Trajectories for Accelerated MRI  (Jonathan Alush-Aben, Linor Ackerman-Schraier, Tomer Weiss, Sanketh Vedula, Ortal Senouf, Alex Bronstein)....Pages 3-16
 Deep Parallel MRI Reconstruction Network Without Coil Sensitivities  (Wanyu Bian, Yunmei Chen, Xiaojing Ye)....Pages 17-26
 Neural Network-Based Reconstruction in Compressed Sensing MRI Without Fully-Sampled Training Data  (Alan Q. Wang, Adrian V. Dalca, Mert R. Sabuncu)....Pages 27-37
 Deep Recurrent Partial Fourier Reconstruction in Diffusion MRI  (Fasil Gadjimuradov, Thomas Benkert, Marcel Dominik Nickel, Andreas Maier)....Pages 38-47
 Model-Based Learning for Quantitative Susceptibility Mapping  (Juan Liu, Kevin M. Koch)....Pages 48-59
 Learning Bloch Simulations for MR Fingerprinting by Invertible Neural Networks  (Fabian Balsiger, Alain Jungo, Olivier Scheidegger, Benjamin Marty, Mauricio Reyes)....Pages 60-69
 Weakly-Supervised Learning for Single-Step Quantitative Susceptibility Mapping  (Juan Liu, Kevin M. Koch)....Pages 70-81
 Data-Consistency in Latent Space and Online Update Strategy to Guide GAN for Fast MRI Reconstruction  (Shuo Chen, Shanhui Sun, Xiaoqian Huang, Dinggang Shen, Qian Wang, Shu Liao)....Pages 82-90
 Extending LOUPE for K-Space Under-Sampling Pattern Optimization in Multi-coil MRI  (Jinwei Zhang, Hang Zhang, Alan Wang, Qihao Zhang, Mert Sabuncu, Pascal Spincemaille et al.)....Pages 91-101
 AutoSyncoder: An Adversarial AutoEncoder Framework for Multimodal MRI Synthesis  (JayaChandra Raju, Balamurali Murugesan, Keerthi Ram, Mohanasankar Sivaprakasam)....Pages 102-110
Front Matter ....Pages 111-111
 A Deep Prior Approach to Magnetic Particle Imaging  (Sören Dittmer, Tobias Kluth, Daniel Otero Baguer, Peter Maass)....Pages 113-122
 End-To-End Convolutional Neural Network for 3D Reconstruction of Knee Bones from Bi-planar X-Ray Images  (Yoni Kasten, Daniel Doktofsky, Ilya Kovler)....Pages 123-133
 Cellular/Vascular Reconstruction Using a Deep CNN for Semantic Image Preprocessing and Explicit Segmentation  (Leila Saadatifard, Aryan Mobiny, Pavel Govyadinov, Hien Van Nguyen, David Mayerich)....Pages 134-144
 Improving PET-CT Image Segmentation via Deep Multi-modality Data Augmentation  (Kaiyi Cao, Lei Bi, Dagan Feng, Jinman Kim)....Pages 145-152
 Stain Style Transfer of Histopathology Images via Structure-Preserved Generative Learning  (Hanwen Liang, Konstantinos N. Plataniotis, Xingyu Li)....Pages 153-162
Back Matter ....Pages 163-163