Table 4.

Hypermeters consideration

Hyperparameter	ResNet-50	ResNet-101	EfficientNet-B3
Input Image Size	224 × 224 pixels	224 × 224 pixels	224 × 224 pixels
Kernel Sizes	7 × 7, 1 × 1, 3 × 3, 5 × 5	7 × 7, 1 × 1, 3 × 3, 5 × 5	NA
Stride (Initial Convolution)	2	2	NA
Stride (Subsequent Convolution)	1	1	NA
Activation Function	ReLU	ReLU	ReLU
Number of Layers	50	101	NA
Residual Blocks	Yes	Yes	NA
Global Avg Pooling	Yes	Yes	Yes
Compound Scaling	No	No	Yes
Squeeze-and-Excitation Blocks	No	No	Yes