Table A2.

Detailed structure of mobile-based models. SA stands for Soft-Attention, SA Module denotes whether that model uses the Soft-Attention module. SE which stands for Squeeze-And-Excite, and it shows whether that block has Squeeze-And-Excite.

MobileNetV2	MobileNetV2 + SA	MobileNetV3 Small	MobileNetV3 Small + SA	MobileNetV3 Large	MobileNetV3 Large + SA	NasNet Mobile	NasNetMobile + SA
Conv2D	Conv2D	Conv2D $3\times 3$	Conv2D $3\times 3$	Conv2D $3\times 3$	Conv2D $3\times 3$	Normal Cell	Normal Cell
bottleneck	bottleneck	bottleneck $3\times 3$ SE	bottleneck $3\times 3$ SE	bottleneck $3\times 3$ 3 repeated	bottleneck $3\times 3$ 3 repeated	Reduction Cell	Reduction Cell
bottleneck 2 repeated	bottleneck 2 repeated	bottleneck $3\times 3$	bottleneck $3\times 3$	bottleneck $5\times 5$ SE 3 repeated	bottleneck $5\times 5$ SE 3 repeated	Normal Cell	Normal Cell
bottleneck 3 repeated	bottleneck 3 repeated	bottleneck $5\times 5$ SE 8 repeated	bottleneck $5\times 5$ SE 8 repeated	bottleneck $3\times 3$ 4 repeated	bottleneck $3\times 3$ 4 repeated	Reduction Cell	Reduction Cell
bottleneck 4 repeated	bottleneck 4 repeated			bottleneck $3\times 3$ SE 2 repeated	bottleneck $3\times 3$ SE 2 repeated	Normal Cell
bottleneck 3 repeated	bottleneck 3 repeated			bottleneck $5\times 5$ SE 3 repeated	bottleneck $5\times 5$ SE 3 repeated
bottleneck 3 repeated	bottleneck
bottleneck
Conv2D $1\times 1$		Conv2D $1\times 1$ SE	Conv2D $1\times 1$ SE	Conv2D $1\times 1$	Conv2D $1\times 1$
AP $7\times 7$		Pool $7\times 7$	Pool $7\times 7$	Pool $7\times 7$	Pool $7\times 7$
Conv2D $1\times 1$	SA Module	Conv2D $1\times 1$ 2 repeated	SA Module	Conv2D $1\times 1$ 2 repeated	SA Module		SA Module
Softmax	Softmax	Softmax	Softmax	Softmax	Softmax	Softmax	Softmax