Search Results for author: Jan Ehrhardt

Found 3 papers, 1 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

Probabilistic Appearance Models for Segmentation and Classification

no code implementations ICCV 2015 Julia Kruger, Jan Ehrhardt, Heinz Handels

Statistical shape and appearance models are often based on the accurate identification of one-to-one correspondences in a training data set.

Classification General Classification

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