Research on Geometry Contour Positioning Technology of Small Components Based on Improved Canny Algorithm

Xing Guo, Niansong Zhang*, Aimin Wang

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Machine vision is widely used in industrial robotic arm grasping scenarios. In the face of the actual complex industrial environment, the contours of the identified components are affected by the lighting system. In most cases, shadows are included, and the components are small in size. Under the premise of taking the beat, the industrial camera cannot capture the perfect target contour, and the quality of shadow removal directly affects the grasping accuracy of the visual robot, which will lead to grasping failure in severe cases. This paper proposes a shadow contour extraction technology for small components based on the improved canny algorithm. The threshold processing method is used to segment the gray histogram, the shadow area and the background area are fused, and the improved canny algorithm is used to detect the edge of the component image. Get the detailed features of the image. Adaptive threshold segmentation and connected domain analysis are performed on edge images to achieve precise positioning of geometric contours.

Original languageEnglish
Title of host publication2022 IEEE International Conference on Mechatronics and Automation, ICMA 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages219-224
Number of pages6
ISBN (Electronic)9781665408523
DOIs
Publication statusPublished - 2022
Event19th IEEE International Conference on Mechatronics and Automation, ICMA 2022 - Guilin, Guangxi, China
Duration: 7 Aug 202210 Aug 2022

Publication series

Name2022 IEEE International Conference on Mechatronics and Automation, ICMA 2022

Conference

Conference19th IEEE International Conference on Mechatronics and Automation, ICMA 2022
Country/TerritoryChina
CityGuilin, Guangxi
Period7/08/2210/08/22

Keywords

  • canny edge detection
  • contour localization
  • shadow detection
  • threshold processing

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