Proceedings of the 3rd International Conference on Material, Mechanical and Manufacturing Engineering

Research on Cucumber Downy Mildew Detection System based on SVM Classification Algorithm

Authors
Bingyu Zhou, Jingwen Xu, Junfang Zhao, Aiwen Li, Qiuyu Xia
Corresponding Author
Bingyu Zhou
Available Online August 2015.
DOI
https://doi.org/10.2991/ic3me-15.2015.324How to use a DOI?
Keywords
cucumber downy mildew; support vector machine; feature extraction; detection
Abstract

Cucumber, a common economic crop, occupies a large proportion of vegetable cultivation in China. Plant diseases and insect pests, especially the cucumber downy mildew, are important causes for the decrease in the yield of cucumbers. In order to reduce the losses caused by pests and diseases and achieve rapid automatic identification of plant diseases and insect pests, this paper studies machine vision system and disease image detection with support vector machine (SVM) classification algorithm, taking cucumber downy mildew for example. This paper carries out a method study in image acquisition, image preprocessing, feature parameter extraction, and pattern recognition, which obtains satisfactory results. The accuracy of cucumber downy mildew detection reaches 90%, significantly higher than that of artificial recognition.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 3rd International Conference on Material, Mechanical and Manufacturing Engineering
Series
Advances in Engineering Research
Publication Date
August 2015
ISBN
10.2991/ic3me-15.2015.324
ISSN
2352-5401
DOI
https://doi.org/10.2991/ic3me-15.2015.324How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Bingyu Zhou
AU  - Jingwen Xu
AU  - Junfang Zhao
AU  - Aiwen Li
AU  - Qiuyu Xia
PY  - 2015/08
DA  - 2015/08
TI  - Research on Cucumber Downy Mildew Detection System based on SVM Classification Algorithm
BT  - Proceedings of the 3rd International Conference on Material, Mechanical and Manufacturing Engineering
PB  - Atlantis Press
SP  - 1681
EP  - 1684
SN  - 2352-5401
UR  - https://doi.org/10.2991/ic3me-15.2015.324
DO  - https://doi.org/10.2991/ic3me-15.2015.324
ID  - Zhou2015/08
ER  -