Data augmentation for deep learning based accelerated MRI reconstruction
with limited data

Data augmentation for deep learning based accelerated MRI reconstruction with limited data

28 June 2021

Reinhard Heckel

Mahdi Soltanolkotabi

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Papers citing "Data augmentation for deep learning based accelerated MRI reconstruction with limited data"

15 / 15 papers shown

Title
Isometric Transformations for Image Augmentation in Mueller Matrix Polarimetry Christopher Hahne Omar Rodriguez-Nunez Éléa Gros Théotim Lucas Ekkehard Hewer Tatiana Novikova Theoni Maragkou Philippe Schucht Richard McKinley 99 0 0 12 Nov 2024
Deep Diffusion Image Prior for Efficient OOD Adaptation in 3D Inverse Problems Hyungjin Chung Jong Chul Ye DiffM 110 7 0 15 Jul 2024
DTR: A Unified Deep Tensor Representation Framework for Multimedia Data Recovery Ting-Wei Zhou Xi-Le Zhao Jian-Li Wang Yi-Si Luo Min Wang Xiao-Xuan Bai Hong Yan 113 0 0 07 Jul 2024
Relaxometry Guided Quantitative Cardiac Magnetic Resonance Image Reconstruction Yidong Zhao Yi Zhang Qian Tao 147 1 0 01 Mar 2024
Inference Stage Denoising for Undersampled MRI Reconstruction Yuyang Xue Chen Qin Sotirios A. Tsaftaris OOD 51 0 0 12 Feb 2024
Something for (almost) nothing: Improving deep ensemble calibration using unlabeled data Konstantinos Pitas Julyan Arbel BDL UQCV FedML 61 0 0 04 Oct 2023
Analyzing the Sample Complexity of Self-Supervised Image Reconstruction Methods Tobit Klug Dogukan Atik Reinhard Heckel 68 8 0 30 May 2023
The stochastic digital human is now enrolling for in silico imaging trials -- Methods and tools for generating digital cohorts Aldo Badano Miguel Lago E. Sizikova JG Delfino S. Guan M. Anastasio B. Sahiner 74 11 0 20 Jan 2023
To be or not to be stable, that is the question: understanding neural networks for inverse problems David Evangelista J. Nagy E. Morotti E. L. Piccolomini 76 5 0 24 Nov 2022
Imaging with Equivariant Deep Learning Dongdong Chen Mike Davies Matthias Joachim Ehrhardt Carola-Bibiane Schönlieb Ferdia Sherry Julián Tachella 115 32 0 05 Sep 2022
A Path Towards Clinical Adaptation of Accelerated MRI Michael S. Yao M. Hansen MedIm 127 1 0 26 Aug 2022
Adversarial Robustness of MR Image Reconstruction under Realistic Perturbations Jan Nikolas Morshuis S. Gatidis Matthias Hein Christian F. Baumgartner AAML OOD 89 13 0 05 Aug 2022
Scale-Equivariant Unrolled Neural Networks for Data-Efficient Accelerated MRI Reconstruction Beliz Gunel Arda Sahiner Arjun D Desai Akshay S. Chaudhari S. Vasanawala Mert Pilanci John M. Pauly MedIm 68 8 0 21 Apr 2022
Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave Signal Yadong Li Dongheng Zhang Jinbo Chen Jinwei Wan Dong Zhang Yang Hu Qibin Sun Yan Chen 82 76 0 11 Nov 2021
Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning Arjun D Desai Batu Mehmet Ozturkler Christopher M. Sandino R. Boutin M. Willis S. Vasanawala B. Hargreaves Christopher Ré John M. Pauly Akshay S. Chaudhari 93 3 0 30 Sep 2021