What is CDeep3M Our goal is improve reproducibility and to make deep-learning algorithms available to the community, we built CDeep3M as a cloud-based tool for image segmentation tasks, using the underlying architecture of a state-of-the-art deep-learning convolutional neural network (CNN), DeepEM3D7, which was integrated in the Caffe deep-learning framework.