Video and synthetic MRI pre-training of 3D vision architectures for neuroimage analysis
Nikhil J. Dhinagar,
Amit Singh,
Saket S. Ozarkar
et al.
Abstract:Transfer learning represents a recent paradigm shift in the way we build artificial intelligence (AI) systems. In contrast to training task-specific models, transfer learning involves pre-training deep learning models on a large corpus of data and minimally fine-tuning them for adaptation to specific tasks. Even so, for 3D medical imaging tasks, we do not know if it is best to pre-train models on natural images, medical images, or even synthetically generated MRI scans or video data. To evaluate these alternat… Show more
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