Converting 3D MRI volumes into action-conditioned 2D slice navigation sequences offers a complementary self-supervised pretraining signal for learning anatomical and spatial representations.
Temporal characteristics of radiologists’ and novices’ lesion detection in viewing medical images presented rapidly and sequentially.Frontiers in Psychology, 7:1553
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3D MRI Image Pretraining via Controllable 2D Slice Navigation Task
Converting 3D MRI volumes into action-conditioned 2D slice navigation sequences offers a complementary self-supervised pretraining signal for learning anatomical and spatial representations.