Fig. 3
From: Hippocampus segmentation after brain tumor resection via postoperative region synthesis
The overall pipeline of the proposed VAE-GAN framework. CONV denotes convolution layer, IN denotes instance normalization, ELU denotes exponential linear unit, FC denotes fully connected layer, and UP denotes up-sampling operation. The Schematic is reduced from 3D to 2D for visual clarity. The generated and reconstructed output depends on the intensity alignment, which is delivered by switching to the different set of parameters of the Adaptive Instance Normalization. Feature fusion is not used in the case of reconstructed output