Table 5 Statistical study of PD detection with handwriting images using ILN-GNet over traditional methods for dataset 2.

From: Automated detection of Parkinson’s disease using improved linknet-ghostnet model based on handwriting images

Methods

Mean

Minimum

Median

Std-Dev

Maximum

XGBoost

0.760

0.732

0.759

0.022

0.790

LSTM-CNN

0.861

0.831

0.859

0.024

0.895

LinkNet

0.911

0.881

0.909

0.024

0.944

GhostNet

0.821

0.790

0.819

0.024

0.855

GoogleNet

0.861

0.831

0.859

0.024

0.895

AlexNet

0.880

0.851

0.878

0.023

0.911

EfficientNet

0.760

0.732

0.759

0.022

0.790

CNN

0.831

0.800

0.830

0.024

0.863

Ensemble

0.800

0.770

0.799

0.023

0.831

ILN-GNet

0.942

0.911

0.940

0.024

0.976

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