Automatic construction of image inspection algorithm by using image processing network programming

Yuichiro Yoshimura*, Kimiya Aoki

*この論文の責任著者

研究成果: 書籍の章/レポート/会議録会議への寄与査読

抄録

In this paper, we discuss a method for automatic programming of inspection image processing. In the industrial field, automatic program generators or expert systems are expected to shorten a period required for developing a new appearance inspection system. So-called "image processing expert system" have been studied for over the nearly 30 years. We are convinced of the need to adopt a new idea. Recently, a novel type of evolutionary algorithms, called genetic network programming (GNP), has been proposed. In this study, we use GNP as a method to create an inspection image processing logic. GNP develops many directed graph structures, and shows excellent ability of formulating complex problems. We have converted this network program model to Image Processing Network Programming (IPNP). IPNP selects an appropriate image processing command based on some characteristics of input image data and processing log, and generates a visual inspection software with series of image processing commands. It is verified from experiments that the proposed method is able to create some inspection image processing programs. In the basic experiment with 200 test images, the success rate of detection of target region was 93.5%.

本文言語英語
ホスト出版物のタイトルThirteenth International Conference on Quality Control by Artificial Vision 2017
編集者Atsushi Yamashita, Hajime Nagahara, Kazunori Umeda
出版社SPIE
ISBN(電子版)9781510611214
DOI
出版ステータス出版済み - 2017
イベント13th International Conference on Quality Control by Artificial Vision, QCAV 2017 - Tokyo, 日本
継続期間: 2017/05/142017/05/16

出版物シリーズ

名前Proceedings of SPIE - The International Society for Optical Engineering
10338
ISSN(印刷版)0277-786X
ISSN(電子版)1996-756X

学会

学会13th International Conference on Quality Control by Artificial Vision, QCAV 2017
国/地域日本
CityTokyo
Period2017/05/142017/05/16

ASJC Scopus 主題領域

  • 電子材料、光学材料、および磁性材料
  • 凝縮系物理学
  • コンピュータ サイエンスの応用
  • 応用数学
  • 電子工学および電気工学

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