Search Results for author: Manana Lortkipanidze

Found 2 papers, 2 papers with code

Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation

1 code implementation5 Oct 2021 Devavrat Tomar, Behzad Bozorgtabar, Manana Lortkipanidze, Guillaume Vray, Mohammad Saeed Rad, Jean-Philippe Thiran

Motivated by atlas-based segmentation, we propose a novel volumetric self-supervised learning for data augmentation capable of synthesizing volumetric image-segmentation pairs via learning transformations from a single labeled atlas to the unlabeled data.

Data Augmentation Image Segmentation +7

Self-Attentive Spatial Adaptive Normalization for Cross-Modality Domain Adaptation

1 code implementation5 Mar 2021 Devavrat Tomar, Manana Lortkipanidze, Guillaume Vray, Behzad Bozorgtabar, Jean-Philippe Thiran

We present a novel approach for image-to-image translation in medical images, capable of supervised or unsupervised (unpaired image data) setups.

Domain Adaptation Image-to-Image Translation +1

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