Self-Supervised Physics-Based Deep Learning MRI Reconstruction Without
Fully-Sampled Data

Self-Supervised Physics-Based Deep Learning MRI Reconstruction Without Fully-Sampled Data

21 October 2019

Burhaneddin Yaman

Mehmet Akçakaya

Papers citing "Self-Supervised Physics-Based Deep Learning MRI Reconstruction Without Fully-Sampled Data"

12 / 12 papers shown

Title
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
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
K-band: Self-supervised MRI Reconstruction via Stochastic Gradient Descent over K-space Subsets Frédéric Wang Han Qi A. D. Goyeneche Reinhard Heckel Michael Lustig Efrat Shimron 25 5 0 05 Aug 2023
Self-Score: Self-Supervised Learning on Score-Based Models for MRI Reconstruction Zhuoxu Cui Chentao Cao Shaonan Liu Qingyong Zhu Jing Cheng Haifeng Wang Yanjie Zhu Dong Liang DiffM MedIm 39 36 0 02 Sep 2022
Monarch: Expressive Structured Matrices for Efficient and Accurate Training Tri Dao Beidi Chen N. Sohoni Arjun D Desai Michael Poli Jessica Grogan Alexander Liu Aniruddh Rao Atri Rudra Christopher Ré 22 87 0 01 Apr 2022
K-space and Image Domain Collaborative Energy based Model for Parallel MRI Reconstruction Zongjiang Tu Chenbo Jiang Yu Guan Shanshan Wang Jijun Liu Qiegen Liu Dong Liang MedIm 32 16 0 21 Mar 2022
Survey of Deep Learning Methods for Inverse Problems S. Kamyab Zihreh Azimifar Rasool Sabzi Paul Fieguth 14 3 0 07 Nov 2021
Deformation-Compensated Learning for Image Reconstruction without Ground Truth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu H. An Ulugbek S. Kamilov 18 12 0 12 Jul 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 11 11 0 10 May 2021
Deep Image Reconstruction using Unregistered Measurements without Groundtruth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu H. An Ulugbek S. Kamilov 3DV 9 12 0 29 Sep 2020
Learning the geometry of wave-based imaging K. Kothari Maarten V. de Hoop Ivan Dokmanić AI4CE 13 8 0 10 Jun 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 17 7 0 12 May 2020