Figure 2.

Model Architecture: The yellow rectangle represents the 2-d convolutional layer; the red rectangle represents the attentional residual module; the blue rectangle in the hourglass-style represents normal residual module; the green rectangle represents the integral regression layer, which converts heatmaps into keypoints; each convolutional layer is followed by a ReLU operation.