Table 7 Comparison of other studies with propose model.

From: Detection and classification of brain tumor using a hybrid learning model in CT scan images

Method

Modality

Test accuracy (%)

Parallel deep CNN4

MRI

97.33

AlexNet24

MRI

98.15

AlexNet + GRU2

MRI

97

SVM + CNN25

MRI

98.49

SVM with Zernike Moment26

MRI

90.99

SVM + ELDP27

MRI

94.44

HOG Fusion with ResNet5028

MRI

88

Entropy + textural + Geometrical

Features + SDNN 29

MRI

96

HOG + Median intensity + LBP

KBest + ResNet50 + AlexNet + 

MLP (Proposed approach )

CT scan

94.82