Paper
2 July 2021 Research on recognition technology of Caragana korshinskii main stem used to keep stubble at a certain height after cutting
Dingzhong Tan, Chenggong Ji, Chao Jiang, Chenxi Guan, Yuying Wang
Author Affiliations +
Proceedings Volume 11887, International Conference on Sensors and Instruments (ICSI 2021); 118871Q (2021) https://doi.org/10.1117/12.2602935
Event: International Conference on Sensors and Instruments 2021, 2021, Qingdao, China
Abstract
In order to meet the agronomic requirements of Caragana korshinskii for keeping stubble at a certain height after cutting it. This paper analyzes the color characteristics of Caragana korshinskii and withered grass, green grass, sky, twigs and other background noises in different color spaces. It is determined that the RGB color model with a large difference between the characteristic values of Caragana korshinskii and the background is used to process the image. The image is grayed by extracting the R-value component and G-value component that have a large difference between the characteristic values of Caragana korshinskii and the background noise, and the image is also grayed by the weighted average method. By comparison, it is determined that the graying method of extracting G value component with better segmentation effect should be adopted. The use of histogram equalization makes the image gray level evenly distributed, reducing the influence of light on the brightness of the image. The optimal threshold for image binarization is determined, and the median filter is used to eliminate salt and pepper noise. Corrosion, removal of small areas, expansion and other operations are performed on the image, and the twigs and hollows on the main stem are eliminated and filled. Using the least square method and using the polyfit function, the repair and fitting of the main stems of Caragana korshinskii are realized. Threshold segmentation algorithm was used to identify the main stem of Caragana korshinskii, and the average recognition rate was 80.97%.
© (2021) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Dingzhong Tan, Chenggong Ji, Chao Jiang, Chenxi Guan, and Yuying Wang "Research on recognition technology of Caragana korshinskii main stem used to keep stubble at a certain height after cutting", Proc. SPIE 11887, International Conference on Sensors and Instruments (ICSI 2021), 118871Q (2 July 2021); https://doi.org/10.1117/12.2602935
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