Brief Review -- Natural Image Denoising with Convolutional Networks

A convolutional network is an alternating sequence of linear filtering and nonlinear transformation operations. The input and output layers include one or more images, while intermediate layers contain "hidden" units with images called feature maps that are the internal computations of the algorithm. A convolutional network is an alternating sequence of linear filtering and nonlinear transformation operations. The input and output layers include one or more images, while intermediate layers contain "hidden" units with images called feature maps that are the internal computations of the algorithm. The border of the image is explicitly encoded by padding an area surrounding the image with values of -1.