2015 · 37 citations · 18 references
EngineeringAgricultural EngineeringRobotics EngineeringAgricultural RoboticsComputer VisionMobile RoboticsAgricultural Machine VisionMachine Vision For RoboticsOrchard RoboticsRobot NavigationRobotic VisionVisual NavigationColor Image ProcessingCrop Row FollowingMachine Vision For OrchardsMobile Robot NavigationNavigation In OrchardsRobot Perception In OrchardsRobotic Guidance Vision
This paper presents a novel vision based technique for navigation of agricultural mobile robots in orchards. In this technique, the captured color image is clustered by mean-shift algorithm, then a novel classification technique based on graph partitioning theory classifies clustered image into defined classes including terrain, trees and sky. Then, Hough transform is applied to extract the features required to define desired central path for robot navigation in orchard rows. Finally using this technique, mobile robot can change and improve its direction with respect to desired path. The results show this technique classifies an orchard image properly into defined elements and produces optimal path for mobile robot.
18
3-D Object Retrieval and Recognition With Hypergraph Analysis
Yue Gao, Meng Wang, Dacheng Tao et al. · IEEE Transactions on Image Processing · 2012 · 638 citations