Jingwen Lian

Semi-supervised medical image segmentation via Cross Reliable Knowledge Distillation.

This work introduces a Class Semantic Distillation module, which transfers class-level semantic knowledge from labeled data to unlabeled representations through class prototype alignment in the feature space, facilitating discriminative feature learning, and develops a Low-Entropy Consistency module that dynamically em...