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AURA-NET: ROBUST CELL SEGMENTATION IN SMALL PHASE-CONTRAST IMAGE DATASETS.

This repository contains the implementation of AURA-net: https://arxiv.org/pdf/2102.01389.pdf, published version on https://ieeexplore.ieee.org/abstract/document/9433993.

AURA-NET is a modified U-Net architecture designed to answer the problem of segmentation for small datasets of Phase Contrast microscopy images (and other similar modality).

aura-net archi

If we use this code please cite :

@inproceedings{cohen2021aura, title={aura-net: robust segmentation of phase-contrast microscopy images with few annotations}, author={Cohen, Ethan and Uhlmann, Virginie}, booktitle={2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)}, pages={640--644}, year={2021}, organization={IEEE} }

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