Convolutional Networks with MuxOut Layers as Multi-rate Systems for Image Upscaling

Pablo Navarrete Michelini, Hanwen Liu

We interpret convolutional networks as adaptive filters and combine them with so-called MuxOut layers to efficiently upscale low resolution images. We formalize this interpretation…