Explainable Detection of Alzheimer's Disease Through Analysis of Human Behavior in Video

• Published in: Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) pp. 1 - 5
• Main Authors: Huang, Bao-Hsuan, Kuo, Po-Chih, Huang, Likai, Hu, Chaur-Jong, Chen, Cheng-Yu
• Format: Conference Proceeding
• Language: English
• Published: IEEE 06.04.2025
• Subjects: Alzheimer's disease; Behavioral sciences; Computational modeling; Cookie Theft; Grad-CAM; Medical diagnostic imaging; Medical services; Neuroimaging; SHAP; Signal processing; Speech processing; Support vector machines; Time Up and Go; Turning

Current diagnostic methods for Alzheimer's disease (AD), such as brain imaging and cognitive impairment questionnaires, are costly and time-consuming, making early detection challenging. In this work, we develop a computer vision-based method to detect AD using behavioral data collected from th...