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Table 2 Comparison of models mAP based on different basic CNN

From: Efficient power component identification with long short-term memory and deep neural network

 

Faster-RCNN

R-FCN

Proposed model

VGG-19

0.763

0.791

0.813

ResNet-50

0.781

0.797

0.831

ResNet-101

0.789

0.817

0.846

ResNeXt-50

0.791

0.821

0.845

ResNeXt-101

0.821

0.839

0.869