Segmentation of Cell Membrane and Nucleus by Improving Pix2pix

Masaya Sato; Kazuhiro Hotta; Ayako Imanishi; Michiyuki Matsuda; Kenta Terai

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Paper

Segmentation of Cell Membrane and Nucleus by Improving Pix2pix

Topics: Medical Image Detection, Acquisition, Analysis and Processing; Neural Networks; Pattern Recognition

In Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 4: BIOSTEC, 216-220, 2018 , Funchal, Madeira, Portugal

Authors: Masaya Sato ¹ ; Kazuhiro Hotta ¹ ; Ayako Imanishi ² ; Michiyuki Matsuda ² and Kenta Terai ²

Affiliations: ¹ Meijo University, Japan ; ² Kyoto University, Japan

Keyword(s): Semantic Segmentation, Generative Adversarial Network, Pix2pix, Cell Membrane and Cell Nucleus.

Abstract: We propose a semantic segmentation method of cell membrane and nucleus by improving pix2pix. We use pix2pix which is an improved method of DCGAN. Pix2pix generates good segmentation result by the competition of generator and discriminator but pix2pix uses generator and discriminator independently. If generator knows the criterion for classifying real and fake images, we can improve the accuracy of generator furthermore. Thus, we propose to use the feature maps of the discriminator into generator. In experiments on segmentation of cell membrane and nucleus, our proposed method outperformed the conventional pix2pix.

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Paper citation in several formats:

Sato, M.; Hotta, K.; Imanishi, A.; Matsuda, M. and Terai, K. (2018). Segmentation of Cell Membrane and Nucleus by Improving Pix2pix. In Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - BIOSIGNALS; ISBN 978-989-758-279-0; ISSN 2184-4305, SciTePress, pages 216-220. DOI: 10.5220/0006648302160220

@conference{biosignals18,
author={Masaya Sato. and Kazuhiro Hotta. and Ayako Imanishi. and Michiyuki Matsuda. and Kenta Terai.},
title={Segmentation of Cell Membrane and Nucleus by Improving Pix2pix},
booktitle={Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - BIOSIGNALS},
year={2018},
pages={216-220},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006648302160220},
isbn={978-989-758-279-0},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - BIOSIGNALS
TI - Segmentation of Cell Membrane and Nucleus by Improving Pix2pix
SN - 978-989-758-279-0
IS - 2184-4305
AU - Sato, M.
AU - Hotta, K.
AU - Imanishi, A.
AU - Matsuda, M.
AU - Terai, K.
PY - 2018
SP - 216
EP - 220
DO - 10.5220/0006648302160220
PB - SciTePress