Figure 4.

The top part of the figure illustrates a normal two dimensional convolutional neural network (CNN) with its convolutional layer and max pooling layer. The max pooling layer is subsequently flattened to feed the data into a fully connected layer. The bottom figure is a one-dimensional convolutional neural network (CNN1D) network where the filter is moving in only one direction to perform the convolution and max-pooling operations.