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. 2023 Mar 10;9:e1262. doi: 10.7717/peerj-cs.1262

Figure 6. The network structure and application of YOLOv5s-5.0.

Figure 6

The CBS component is composed of the Convolutional layer+BatchNormalization+SiLU activation function. The Resunit component draws on the residual structure in the Resnet network and can play a role in building a deeper network. The CSP1_X and CSP2_X component draws on the CSPNet network structure. The FOCUS component is to slice the data, which can play a role in the down-sampling operation without information loss. The SPP component adopts the maximum pooling method of 1 × 1, 5 × 5, 9 × 9, and 13 × 13 for multi-scale fusion.