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Table 7 Performance of the machine vision system using structural magnetic resonance imaging in past studies and present study

From: Automatic detection of autism spectrum disorder (ASD) in children using structural magnetic resonance imaging with machine vision system

Performance

Classification algorithm

Study

90% accuracy

LPboost algorithm

Singh et al. [4]

90% highest sensitivity

SVM

Ecker et al. [5]

87% accuracy

LMT

Jiao et al. [6]

67% highest accuracy

SVM, RF, GBM

Katuwal et al. [7]

93% accuracy

Multilevel deep network

Ismail et al. [8]

88% accuracy

RF

Xiao et al. [9]

93% accuracy

Multilevel deep network

Khalil et al. [10]

88/46% highest accuracy with ANN

SV, RF, KNN ,ANN

Present study