Towards Robust One-shot Segmentation of Brain Tissue via Optimization-free Registration Error Perception

StyleSeg V2 enables robust one-shot brain tissue segmentation by perceiving registration errors without additional optimization, and leveraging the perceived errors to enhance the diversity and fidelity of style-transformed atlas images and directly utilize the correctly-aligned regions of unlabeled images.