Xiang Liu

Contrastive Discrepancy: A label-free metric for deformable image registration supporting testing-time hyperparameter selection.

Deformable image registration (DIR) proves critical to many medical image analysis tasks, yet its reliable evaluation is fundamentally challenged by the absence of ground-truth deformations. Existing label-based metrics require costly manual annotations, while current label-free...