docker_task_2/dynamic-network-architectures/README.md

dynamic-network-architectures_translation

This repository adapts the dynamic-network-architectures for image-to-image translation tasks. It is based on the original repository found at MIC-DKFZ/dynamic-network-architectures.

Changes Made

• UNet Decoder Improvements: Added upsampling + convolution in the UNet decoder instead of transposed convolution to help prevent checkerboard artifacts, especially when using perceptual loss. cf this article.
  • Upsample_Trilinear
  • Upsample_Nearest

Updates

• Added an argument to control the choice of UNet decoder : decoder_type ["standard", "trilinear", "nearest"]

TODO

• Test if tanh is necessary after the last convolution in decoder (constrain to [-1 ; 1])