Stepwise self-knowledge distillation for skin lesion image classification

Abstract Self-knowledge distillation, which involves using the same network structure for both the teacher and student models, has gained considerable attention in the field of medical image classification. This approach enables knowledge distillation without requiring pre-training the teacher model...

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Bibliographic Details
Main Authors: Jian Zheng, Kewei Xie, Dingwen Zhang, Zhiming Lv, Xiangchun Yu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-10717-4
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