Classification and Analysis of Liverwort Sperm by Integration-Net

Haruki Fujii, Naoki Minamino, Takashi Ueda, Takashi Ueda, Yohei Kondo, Yohei Kondo, Yohei Kondo, Kazuhiro Hotta

2022

Abstract

In this paper, we propose a method to classify the videos of wild-type and mutant sperm of liverwort using deep learning and discover the differences between them. In traditional video classification, 3D-Convolution was often used. However, when 3D CNN is used, the information of multiple frames is mixed. Therefore, it is difficult to detect important frames and locations in a video. To solve this problem, we proposed a network that retains video frame information using Depthwise Convolution and Skip Connection, and used gradient-based visualization to analyze the difference between wild type and mutant sperm. In experiments, we compared the proposed method with conventional 3DCNN and show the effectiveness of the proposed method.

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Paper Citation


in Harvard Style

Fujii H., Minamino N., Ueda T., Kondo Y. and Hotta K. (2022). Classification and Analysis of Liverwort Sperm by Integration-Net. In Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP, ISBN 978-989-758-555-5, pages 699-705. DOI: 10.5220/0010915700003124


in Bibtex Style

@conference{visapp22,
author={Haruki Fujii and Naoki Minamino and Takashi Ueda and Yohei Kondo and Kazuhiro Hotta},
title={Classification and Analysis of Liverwort Sperm by Integration-Net},
booktitle={Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP,},
year={2022},
pages={699-705},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010915700003124},
isbn={978-989-758-555-5},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP,
TI - Classification and Analysis of Liverwort Sperm by Integration-Net
SN - 978-989-758-555-5
AU - Fujii H.
AU - Minamino N.
AU - Ueda T.
AU - Kondo Y.
AU - Hotta K.
PY - 2022
SP - 699
EP - 705
DO - 10.5220/0010915700003124