Convolutional neural networks (CNN) have recently seen tremendous success in various computer vision tasks. However, their application to problems with high dimensional input and output, such as high-resolution image video segmentation or 3D medical imaging, has been limited by factors. Primarily, the training stage, it is necessary store network activations for back-propagation. In these setti...