Self-Attention Multilayer Feature Fusion Based on Long Connection

Table 4

The experimental results of 101_ObjectCategories datasets.

Model	The calculation amount (B)	Acc. (%)
EfficientNet-b0 [17]	0.013	79.50
EfficientNet-b0-SCFF	0.019	84.17
DenseNet121 [12]	2.865	78.20
DenseNet121-SCFF	2.906	79.50
InceptionV3 [5]	2.845	82.35
InceptionV3-SCFF	2.995	85.48
Res2Net50 [8]	4.278	78.99
Res2Net50-SCFF	4.598	80.81
ResNet50 [7]	4.109	77.68
ResNet50-SCFF	4.421	79.44
ResNext50 [18]	4.257	80.24
ResNext50-SCFF	4.577	81.20
SKNet [9]	7.636	79.50
SKNet50-SCFF	7.955	83.37