Preliminary investigation of the connection between CNN
filters and sea surface conditions is conducted by visualizing
the activation maps (output) of the trained convolution layers
(see Fig. 8). It shows that the network identifies SAR image
structures. Some convolutional filters of the first convolutional
layer produce feature maps with similar structures to the input
SAR image patches.