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A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors

Author:Salman Ul Hassan Dar  Mahmut Yurt  Tolga Çukur  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:1949  

Room Session:Concurrent 1  

Institution:Bilkent University  

Progressive Volumetrization for Data-Efficient Image Recovery in Accelerated Multi-Contrast MRI

Author:Mahmut Yurt  Muzaffer Ozbey  Salman Ul Hassan Dar  Berk Tinaz  Kader Oguz  Tolga Çukur  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning to Reconstruct Accelerated Scans  

Program Number:1975  

Room Session:Concurrent 1  

Institution:Bilkent University  Hacettepe University  University of Southern California  

A Semi-Supervised Learning Framework for Jointly Accelerated Multi-Contrast MRI Synthesis without Fully-Sampled Ground-Truths

Author:Mahmut Yurt  Salman Ul Hassan Dar  Berk Tinaz  Muzaffer Ozbey  Yilmaz Korkmaz  Tolga Çukur  

Session Type:Digital Poster  

Session Date:Monday, 17 May 2021  

Topic:Novel & Multicontrast Approaches  

Session Name:Multicontrast Methods  

Program Number:1241  

Room Session:Concurrent 4  

Institution:Bilkent University  University of Southern California  

Zero-shot Learning for Unsupervised Reconstruction of Accelerated MRI Acquisitions

Author:Yilmaz Korkmaz  Salman Dar  Mahmut Yurt  Tolga Çukur  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning to Reconstruct Accelerated Scans  

Program Number:1965  

Room Session:Concurrent 1  

Institution:Bilkent University