We propose an effective spherical deformation-based sulcal labeling method that automatically enlarges sulcal ROIs while contracting unlabeled regions. By designing an invertible, learnable isotropic deformation field with end-to-end SO(3)-equivariance, the proposed method enhances expressive power and generalization capability under data scarcity.
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