Research Article

Insulator Semantic Segmentation in Aerial Images Based on Multiscale Feature Fusion

Table 1

Accuracy and parameter analysis of Base Model on the insulator dataset. ResNet-50 and depth-wise separable convolution (DW)—ResNet-50 refers to the replacement of all 3 × 3 convolution in the network with depth-wise separable convolutions. GFLOPs estimated model complexity for 3 × 512 × 512 input image.

Parameter (M)GFLOPsmIOU (%)

Base25.5621.7172.57
DW-base13.4813.1872.50