首页> 外文会议>International Conference on Robotics and Automation Engineering >Overlapped fruit recognition for citrus harvesting robot in natural scenes
【24h】

Overlapped fruit recognition for citrus harvesting robot in natural scenes

机译:自然场景中柑橘收获机器人的重叠水果识别

获取原文

摘要

The overlapping of fruit is one of the main factors making automatic harvesting task a great challenge. A method based on convex hull was developed to achieve the localization and reconstruction of overlapped citrus fruits in natural scenes in order to guide the citrus harvesting robot more accurately. The central picking points and reconstruction radiuses were obtained due to the spherical shape of the citrus fruit. Firstly, the citrus fruit targets were detected based on the threshold segmentation method and basic morphological operations in HSV color space. Then, the overlapped citrus target was processed by subtracting it from its convex hull. Combining the minimum external affine transformation rectangle with distance transform method, the central points of each citrus fruits were determined. Finally, the reconstruction radiuses were determined by searching the gray scale gradient extremum along the connecting line of the central point of citrus fruits. The experimental results verify the effectiveness of the method, and it provides a basis for the path planning of fruit harvesting robot and the design of end-effector.
机译:水果的重叠是使自动收割任务面临巨大挑战的主要因素之一。提出了一种基于凸包的方法,实现了自然场景中重叠柑橘类水果的定位和重构,以更准确地指导柑橘类收获机器人的发展。由于柑橘类水果的球形,获得了中心采摘点和重建半径。首先,基于阈值分割方法和HSV色彩空间中的基本形态学运算,对柑橘类水果目标进行了检测。然后,将重叠的柑橘类目标物从其凸包中减去,从而对其进行处理。将最小外部仿射变换矩形与距离变换方法相结合,确定了每个柑橘类水果的中心点。最后,通过沿着柑橘类水果中心点的连接线搜索灰度梯度极值来确定重建半径。实验结果验证了该方法的有效性,为水果收获机器人的路径规划和末端执行器的设计提供了依据。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号