IVCVJan 6, 2025

Dr. Tongue: Sign-Oriented Multi-label Detection for Remote Tongue Diagnosis

arXiv:2501.03053v21 citationsh-index: 8AAAI
AI Analysis

This addresses the need for precise remote medical assessments, particularly during the COVID-19 pandemic, by providing a tool for telehealth tongue diagnosis, though it appears incremental as it builds on existing methods with a new dataset.

The paper tackles the problem of accurate tongue attribute recognition for remote medical diagnosis by proposing a Sign-Oriented multi-label detection framework, which shows improved accuracy in detecting various tongue attributes in initial tests.

Tongue diagnosis is a vital tool in Western and Traditional Chinese Medicine, providing key insights into a patient's health by analyzing tongue attributes. The COVID-19 pandemic has heightened the need for accurate remote medical assessments, emphasizing the importance of precise tongue attribute recognition via telehealth. To address this, we propose a Sign-Oriented multi-label Attributes Detection framework. Our approach begins with an adaptive tongue feature extraction module that standardizes tongue images and mitigates environmental factors. This is followed by a Sign-oriented Network (SignNet) that identifies specific tongue attributes, emulating the diagnostic process of experienced practitioners and enabling comprehensive health evaluations. To validate our methodology, we developed an extensive tongue image dataset specifically designed for telemedicine. Unlike existing datasets, ours is tailored for remote diagnosis, with a comprehensive set of attribute labels. This dataset will be openly available, providing a valuable resource for research. Initial tests have shown improved accuracy in detecting various tongue attributes, highlighting our framework's potential as an essential tool for remote medical assessments.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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