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

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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... ...