| # 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](https://github.com/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](https://distill.pub/2016/deconv-checkerboard/). | |
| - `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]) | |