13 April 2018 Analysis of straw row in the image to control the trajectory of the agricultural combine harvester (Erratum)
Author Affiliations +
Proceedings Volume 10696, Tenth International Conference on Machine Vision (ICMV 2017); 1069602 (2018) https://doi.org/10.1117/12.2310143
Event: Tenth International Conference on Machine Vision, 2017, Vienna, Austria
Abstract
Publisher’s Note: This paper, originally published on 13 April 2018, was replaced with a corrected/revised version on 14 September 2018. If you downloaded the original PDF but are unable to access the revision, please contact SPIE Digital Library Customer Service for assistance. The paper proposes a solution to the automatic operation of the combine harvester along the straw rows by means of the images from the camera, installed in the cab of the harvester. The U-Net is used to recognize straw rows in the image. The edges of the row are approximated in the segmented image by the curved lines and further converted into the harvester coordinate system for the automatic operating system. The “new” network architecture and approaches to the row approximation has improved the quality of the recognition task and the processing speed of the frames up to 96% and 7.5 fps, respectively. Keywords: Grain harvester,
© (2018) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Aleksandr Yurievich Shkanaev, Aleksandr Yurievich Shkanaev, Darya Alekseevna Krokhina, Darya Alekseevna Krokhina, Dmitry Valerevich Polevoy, Dmitry Valerevich Polevoy, Aleksei Vladimirovich Panchenko, Aleksei Vladimirovich Panchenko, Dmitry Lvovitch Sholomov, Dmitry Lvovitch Sholomov, Rinat Nailevish Sadekov, Rinat Nailevish Sadekov, } "Analysis of straw row in the image to control the trajectory of the agricultural combine harvester (Erratum)", Proc. SPIE 10696, Tenth International Conference on Machine Vision (ICMV 2017), 1069602 (13 April 2018); doi: 10.1117/12.2310143; https://doi.org/10.1117/12.2310143
PROCEEDINGS
10 PAGES


SHARE
RELATED CONTENT

Wound image analysis system for diabetics
Proceedings of SPIE (March 12 2013)
An improved silhouette for human pose estimation
Proceedings of SPIE (September 11 2017)
Dynamic object segmentation for outdoor analysis
Proceedings of SPIE (January 03 2002)
Distributed picture compilation demonstration
Proceedings of SPIE (August 08 2004)

Back to Top