Comparison of one- two- and three-dimensional CNN models for drawing-test-based diagnostics of the Parkinson’s disease

Xuechao Wang,Junqing Huang,Marianna Chatzakou,Sven Nõmm,Elli Valla,Kadri Medijainen,Pille Taba,Aaro Toomela,Michael Ruzhansky

Biomed. Signal Process. Control.（2024）

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摘要

•Compare the performance of one-, two-, and three-dimensional CNN models for spiral drawing tests classification.•Choose data set enhancement technique to encode different kinematic and drawing parameters into the drawing.•Three-dimensional CNN models are first used in spiral drawing tests classification.

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关键词

Parkinson’s disease,Drawing test,Artificial intelligence,Decision support system,Deep learning models,Convolutional neural networks,CNN

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