Figure 2.

The comparison between the general connections and the residual connections used in ResNet. (a) describes how the input data $\mathbf{x}$ is passed into the weight layers in general CNN models with no residual connections. (b) shows how $\mathbf{x}$ is passed to both the weight layers and the residual connections in ResNet.