An Efficient Method for Diagnosing Brain Tumors Based on MRI Images Using Deep Convolutional Neural Networks

Table 2

Some CNN architectures and ImageNet benchmark (image classification).

CNN architectures	Author	Top 1 accuracy (%)	Top 5 accuracy (%)
AlexNet	Krizhevsky et al. [26]	63.3	84.6
VGG16	Simonyan and Zisserman [7]	74.4	91.9
VGG19		74.5	92.0
GoogLeNet (InceptionV1)	Szegedy et al. [27]	69.8	89.5
ResNet50	He et al. [5]	77.1	93.3
ResNet152		78.6	94.3
DenseNet201	Huang et al. [4]	77.4	93.7
MobileNet224	Howard et al. [6]	70.6	89.5
MobileNetV3		79.0	94.5
ResNeXt101	Xie et al. [28]	80.9	95.6
EfficientNet-L2	Tan and Le [29]	90.2	98.8
RegNet-Y	Radosavovic et al. [30]	79.9	95.0