XIAO Wendi,ZHU Long,WANG Yang,et al.Application and Thinking on Multimodal Fusion Technology of Traditional Chinese Medicine Inspection[J].Journal of Traditional Chinese Medicine,2024,65(17):1741-1746.
XIAO Wendi,ZHU Long,WANG Yang,et al.Application and Thinking on Multimodal Fusion Technology of Traditional Chinese Medicine Inspection[J].Journal of Traditional Chinese Medicine,2024,65(17):1741-1746.DOI: 10.13288/j.11-2166/r.2024.17.001.
Application and Thinking on Multimodal Fusion Technology of Traditional Chinese Medicine Inspection
Multimodal fusion research in traditional Chinese medicine (TCM) inspection has greatly improved the accuracy of identification results with the help of emerging technologies in science and technology. At present, multimodal fusion technology is used in the integration of the parameters collected by the inspection instruments and the analysis of the parameters, which is represented by the development and application of the tongue inspection instrument, the face inspection instrument and the eye inspection instrument. However, the multimodal fusion research of TCM inspection has problems such as insufficient comprehensiveness and accuracy of parameter acquisition, difficulty in parameter integration for fusion analysis, and low clinical practicability of identification results. It is believed that, while keeping up with the cutting-edge science and technology, research on multimodal fusion of TCM inspection should be guided by the holism concept of TCM, and should focus on the enhancement of comprehensiveness and accuracy of multimodal parameter acquisition, standardisation of parameter fusion, and fusion of identification results, so as to gradually promote the objectivity, intelligence and modernisation of the four diagnostic methods of TCM.
LIU Z , WANG S , DONG D , et al . The applications of radiomics in precision diagnosis and treatment of oncology: opportunities and challenges [J]. Theranostics , 2019 , 9 ( 5 ): 1303 - 1322 .
LI J , YUAN P , HU X , et al . A tongue features fusion approach to predicting prediabetes and diabetes with machine learning [J]. J Biomed Inform , 2021 , 115 : 103693 . doi: 10.1016/j.jbi.2021.103693 http://dx.doi.org/10.1016/j.jbi.2021.103693 .
JIANG T , GUO XJ , TU LP , et al . Application of computer tongue image analysis technology in the diagnosis of NAFLD [J]. Comput Biol Med , 2021 , 135 : 104622 . doi: 10.1016/j.compbiomed.2021.104622 http://dx.doi.org/10.1016/j.compbiomed.2021.104622 .
HUAN EY , WEN GH , ZHANG SJ , et al . Deep convolutional neural networks for classifying body constitution based on face image [J]. Comput Math Methods Med , 2017 , 2017 : 9846707 . doi: 10.1155/2017/9846707 http://dx.doi.org/10.1155/2017/9846707 .
LU QY , DENG JY , YU Y , et al . Machine learning models for stroke detection by observing the eye-movement features under five-color visual stimuli in traditional Chinese medicine [J]. J TCM Sci , 2023 , 10 ( 3 ): 321 - 330 .
NOORI FM , RIEGLER M , UDDIN MZ , et al . Human activity recognition from multiple sensors data using multi-fusion representations and CNNs [J]. ACM Transactions on Multimedia Computing , Communications, and Applications, 2020 , 16 ( 2 ): 1 - 19 .
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