Semantic Segmentation using Fully Convolutional Networks over the years
June 1, 2017
semantic-segmentation deep-learning pytorch
A comprehensive survey of FCN-based semantic segmentation architectures: FCN, SegNet, U-Net, RefineNet, PSPNet, Mask R-CNN, and more. Includes references to PyTorch and Keras implementations.
3D GAN — Generative Adversarial Networks for Volume Generation and Classification
April 1, 2017
gan deep-learning 3d-vision
Implementing 3D-GAN from the NIPS 2016 paper for volumetric shape generation. Covers architecture, training tricks, hyperparameter tuning, and visualization with Visdom.