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.

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 (VISIGRAPP 2022) - Volume 4: VISAPP; ISBN 978-989-758-555-5, SciTePress, 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 (VISIGRAPP 2022) - 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 (VISIGRAPP 2022) - 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
PB - SciTePress