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Development and diagnostic validation of the Brisbane Evidence-Based Language Test
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In: Research outputs 2014 to 2021 (2022)
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| 2 |
Primary and Secondary Progressive Aphasia in Posterior Cortical Atrophy
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In: Life; Volume 12; Issue 5; Pages: 662 (2022)
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| 3 |
Imaging Clinical Subtypes and Associated Brain Networks in Alzheimer’s Disease
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In: Brain Sciences; Volume 12; Issue 2; Pages: 146 (2022)
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| 4 |
Artificial Intelligence in Digestive Endoscopy—Where Are We and Where Are We Going?
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In: Diagnostics; Volume 12; Issue 4; Pages: 927 (2022)
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| 5 |
Automatic Classification Framework of Tongue Feature Based on Convolutional Neural Networks
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In: Micromachines; Volume 13; Issue 4; Pages: 501 (2022)
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Abstract:
Tongue diagnosis is an important part of the diagnostic process in traditional Chinese medicine (TCM). It primarily relies on the expertise and experience of TCM practitioners in identifying tongue features, which are subjective and unstable. We proposed a tongue feature classification framework based on convolutional neural networks to reduce the differences in diagnoses among TCM practitioners. Initially, we used our self-designed instrument to capture 482 tongue photos and created 11 data sets based on different features. Then, the tongue segmentation task was completed using an upgraded facial landmark detection method and UNET. Finally, we used ResNet34 as the backbone to extract features from the tongue photos and classify them. Experimental results show that our framework has excellent results with an overall accuracy of over 86 percent and is particularly sensitive to the corresponding feature regions, and thus it could assist TCM practitioners in making more accurate diagnoses.
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Keyword:
convolutional neural network; deep learning; image classification; TCM tongue diagnosis; tongue segmentation
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URL: https://doi.org/10.3390/mi13040501
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| 6 |
Applications of Explainable Artificial Intelligence in Diagnosis and Surgery
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In: Diagnostics; Volume 12; Issue 2; Pages: 237 (2022)
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| 7 |
The Roles of the ADOS-2 and Cognition in Measuring and Diagnosing Autism Spectrum Disorder
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In: Psychology Dissertations (2022)
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| 8 |
Talking about chronic pain in family settings: a glimpse of older persons' everyday realities.
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In: BMC geriatrics, vol. 22, no. 1, pp. 358 (2022)
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