Decoupling mean teacher via Dual students: a prototype-based framework for semi-supervised medical segmentation

Abstract In recent years, Semi-Supervised Learning (SSL) has emerged as a promising approach for medical image segmentation, particularly in scenarios with limited labeled data. Among the existing SSL methods, the mean teacher framework is one of the most popular approaches due to its simple archite...

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Bibliographic Details
Main Authors: Yang Zuo, Renfeng Zhang, Xiurui Guo, Chunmeng Kang, Lei Lyu
Format: Article
Language:English
Published: Springer 2025-06-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01964-z
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