Exploring foci of:
arXiv (Cornell University)
Patient-Adaptive and Learned MRI Data Undersampling Using Neighborhood Clustering
December 2023 • Siddhant Gautam, Angqi Li, Saiprasad Ravishankar
There has been much recent interest in adapting undersampled trajectories in MRI based on training data. In this work, we propose a novel patient-adaptive MRI sampling algorithm based on grouping scans within a training set. Scan-adaptive sampling patterns are optimized together with an image reconstruction network for the training scans. The training optimization alternates between determining the best sampling pattern for each scan (based on a greedy search or iterative coordinate descent (ICD)) and training a r…
Computer Science
Artificial Intelligence
Cluster Analysis
Data Mining
Machine Learning
Computer Vision
Monte Carlo Method
Mathematics
Statistics
Programming Language