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Overlapped fruit recognition for citrus harvesting robot in natural scenes

机译:重叠的果实识别自然场景中的柑橘收获机器人

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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获任务的主要因素之一是一个巨大的挑战。开发了一种基于凸壳的方法,实现了自然场景中重叠柑橘类水果的定位和重建,以便更准确地引导柑橘收获机器人。由于柑橘类果实的球形而获得了中央拣选点和重建半径。首先,基于阈值分割方法和HSV颜色空间中的基本形态学操作来检测柑橘类靶标。然后,通过从其凸壳中减去它来处理重叠的柑橘靶。将具有距离变换方法的最小外仿射矩形组合,确定每个柑橘类水果的中心点。最后,通过沿柑橘果实的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提供了基础,以及末端效应器的设计。

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