Search Results for author: Hristina Uzunova

Found 3 papers, 2 papers with code

Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images

no code implementations6 Oct 2020 Hristina Uzunova, Jan Ehrhardt, Heinz Handels

The key idea to enable memory-efficient image generation is to first generate a low-resolution version of the image followed by the generation of patches of constant sizes but successively growing resolutions.

Image Generation Translation

Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images

2 code implementations2 Jul 2019 Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels

Currently generative adversarial networks (GANs) are rarely applied to medical images of large sizes, especially 3D volumes, due to their large computational demand.

Translation

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