Weakly supervised multiple-instance active learning for tooth-marked tongue recognition

Weakly supervised multiple-instance active learning for tooth-marked tongue recognition

IntroductionRecognizing a tooth-marked tongue has important clinical diagnostic value in traditional Chinese medicine. Current deep learning methods for tooth mark detection require extensive manual labeling and tongue segmentation, which is labor-intensive. Therefore, we propose a weakly supervised...

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Bibliographic Details
Main Authors: Feilin Deng, Shangxuan Li, Zizhu Yang, Wu Zhou
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Physiology
Subjects:
tooth-marked tongue
weakly supervised learning
multiple instance learning
active learning
pseudo label
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2025.1598850/full
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