Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks
in Highly Accelerated MRI

Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks in Highly Accelerated MRI

13 August 2020

Burhaneddin Yaman

Omer Burak Demirel

Mehmet Akçakaya

Papers citing "Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks in Highly Accelerated MRI"

9 / 9 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 Assisted Outer Volume Removal for Highly-Accelerated Real-Time Dynamic MRI Merve Gülle Sebastian Weingärtner Mehmet Akçakaya 46 0 0 01 May 2025
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
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 24 190 0 15 May 2021
20-fold Accelerated 7T fMRI Using Referenceless Self-Supervised Deep Learning Reconstruction Omer Burak Demirel Burhaneddin Yaman Logan T Dowdle S. Moeller L. Vizioli E. Yacoub J. Strupp C. Olman Kamil Uugurbil Mehmet Akccakaya 15 19 0 12 May 2021
Improved Simultaneous Multi-Slice Functional MRI Using Self-supervised Deep Learning Omer Burak Demirel Burhaneddin Yaman Logan T Dowdle S. Moeller L. Vizioli E. Yacoub J. Strupp C. Olman Kamil Uugurbil Mehmet Akccakaya 21 11 0 10 May 2021
Zero-Shot Self-Supervised Learning for MRI Reconstruction Burhaneddin Yaman S. A. Hosseini Mehmet Akçakaya 21 67 0 15 Feb 2021
Improved Supervised Training of Physics-Guided Deep Learning Image Reconstruction with Multi-Masking Burhaneddin Yaman S. A. Hosseini S. Moeller Mehmet Akçakaya AI4CE 24 4 0 26 Oct 2020
Wasserstein GANs for MR Imaging: from Paired to Unpaired Training Ke Lei Morteza Mardani John M. Pauly S. Vasanawala GAN MedIm 33 64 0 15 Oct 2019