TY - GEN
T1 - Research on Geometry Contour Positioning Technology of Small Components Based on Improved Canny Algorithm
AU - Guo, Xing
AU - Zhang, Niansong
AU - Wang, Aimin
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - 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.
AB - 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.
KW - canny edge detection
KW - contour localization
KW - shadow detection
KW - threshold processing
UR - http://www.scopus.com/inward/record.url?scp=85137799268&partnerID=8YFLogxK
U2 - 10.1109/ICMA54519.2022.9856304
DO - 10.1109/ICMA54519.2022.9856304
M3 - Conference contribution
AN - SCOPUS:85137799268
T3 - 2022 IEEE International Conference on Mechatronics and Automation, ICMA 2022
SP - 219
EP - 224
BT - 2022 IEEE International Conference on Mechatronics and Automation, ICMA 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 19th IEEE International Conference on Mechatronics and Automation, ICMA 2022
Y2 - 7 August 2022 through 10 August 2022
ER -