A novel monocular visual navigation method for cotton-picking robot based on horizontal spline segmentation

被引:0
|
作者
Xu, ShengYong [1 ]
Wu, JuanJuan [2 ]
Zhu, Li [3 ]
Li, WeiHao [1 ]
Wang, YiTian [1 ]
Wang, Na
机构
[1] Huazhong Agr Univ, Coll Engn, Wuhan 430070, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, Wuhan 430074, Hubei, Peoples R China
[3] Hubei Univ Technol, Hubei Collaborat Innovat Ctr High efficiency Util, Wuhan 430068, Hubei, Peoples R China
关键词
Cotton-picking robot; monocular vision navigation; path finding; horizontal spline segmentation; VISION;
D O I
10.1117/12.2211305
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Visual navigation is a fundamental technique of intelligent cotton-picking robot. There are many components and cover in the cotton field, which make difficulties of furrow recognition and trajectory extraction. In this paper, a new field navigation path extraction method is presented. Firstly, the color image in RGB color space is pre-processed by the OTSU threshold algorithm and noise filtering. Secondly, the binary image is divided into numerous horizontally spline areas. In each area connected regions of neighboring images' vertical center line are calculated by the Two-Pass algorithm. The center points of the connected regions are candidate points for navigation path. Thirdly, a series of navigation points are determined iteratively on the principle of the nearest distance between two candidate points in neighboring splines. Finally, the navigation path equation is fitted by the navigation points using the least squares method. Experiments prove that this method is accurate and effective. It is suitable for visual navigation in the complex environment of cotton field in different phases.
引用
收藏
页数:6
相关论文
共 35 条
  • [1] Visual Perception Method for Cotton-picking Robots Based on Fusion of Multi-view 3D Point Clouds
    Liu K.
    Wang X.
    Zhu Y.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2024, 55 (04): : 74 - 81
  • [2] Monocular vision based navigation method of mobile robot
    DONG JiwenYANG SenLU ShouyinSchool of Information Science and Engineering University of JinanJinan PRChinaResearch Institute of RoboticsShandong Jianzhu UniversityJinan PRChina
    重庆邮电大学学报(自然科学版), 2009, 21 (02) : 158 - 161
  • [3] Monocular Vision Based Target Localization Method for Rose Picking Robot
    Wang, Heyuan
    Xu, Wenxia
    Yu, Baocheng
    Sun, Xiyue
    Zhu, Huizhi
    2023 THE 6TH INTERNATIONAL CONFERENCE ON ROBOT SYSTEMS AND APPLICATIONS, ICRSA 2023, 2023, : 6 - 11
  • [4] Monocular Visual Odometry Based Navigation for a Differential Mobile Robot with Android OS
    Villanueva-Escudero, Carla
    Villegas-Cortez, Juan
    Zuniga-Lopez, Arturo
    Aviles-Cruz, Carlos
    HUMAN-INSPIRED COMPUTING AND ITS APPLICATIONS, PT I, 2014, 8856 : 281 - 292
  • [5] Visual Navigation Based on Semantic Segmentation Using Only a Monocular Camera as an External Sensor
    Miyamoto, Ryusuke
    Adachi, Miho
    Ishida, Hiroki
    Watanabe, Takuto
    Matsutani, Kouchi
    Komatsuzaki, Hayato
    Sakata, Shogo
    Yokota, Raimu
    Kobayashi, Shingo
    JOURNAL OF ROBOTICS AND MECHATRONICS, 2020, 32 (06) : 1137 - 1153
  • [6] A Fast Floor Segmentation Algorithm for Visual-based Robot Navigation
    Geovani Rodriguez-Telles, F.
    Abril Torres-Mendez, L.
    Martinez-Garcia, Edgar A.
    2013 INTERNATIONAL CONFERENCE ON COMPUTER AND ROBOT VISION (CRV), 2013, : 167 - 173
  • [7] ON-LINE PLANAR AREA SEGMENTATION FROM SEQUENCE OF MONOCULAR MONOCHROME IMAGES FOR VISUAL NAVIGATION OF AUTONOMOUS ROBOT
    Naoya, Ohnishi
    Mochizuki, Yoshihiko
    Imiya, Atsushi
    Sakai, Tomoya
    VISAPP 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2010, : 435 - 442
  • [8] A method of extracting navigation line of inter row robot based on monocular vision
    Liu Y.
    Wu Q.
    Lu Y.
    Li P.
    Zhongguo Guanxing Jishu Xuebao/Journal of Chinese Inertial Technology, 2022, 30 (06): : 777 - 782and790
  • [9] Novel method for monocular vision based mobile robot localization
    Li Maohai
    Hong Bingrong
    Luo Ronghua
    2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 949 - 954
  • [10] Simulation and Experiment on Artificial Landmark-Based Monocular Visual Navigation System for Mobile Robot
    Hu, Jing
    Xu, Xianbin
    Yang, Yuanhua
    Yin, Mengjia
    DIGITAL TV AND MULTIMEDIA COMMUNICATION, 2019, 1009 : 118 - 130