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Vision-based cleaning area control for cleaning robots

机译:基于视觉的清洁机器人清洁区域控制

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摘要

This paper provides a vision based HCI method for a user to command a cleaning robot to move to a specific location in home environment. Six hand poses are detected from a video sequence taken from a camera on the cleaning robot. AdaBoost based hand-pose detectors are trained with a reduced Haar-like feature set to make the detectors robust to the influence of the complex background. The first three stages of the cascade in the six detectors are used as pose estimation to reduce the computational complexity. The cleaning area is determined from the detected pose. The performances of the proposed detectors are validated with a set of test images with cluttered background. The cleaning area control is simulated with real-world video sequences. The proposed method can effectively control a cleaning robot without the need for a user to wear or employ any input devices.
机译:本文为用户提供了基于视觉的HCI方法,以命令清洁机器人将其移至家庭环境中的特定位置。从清洁机器人上的摄像头拍摄的视频序列中检测到六个手势。基于AdaBoost的手部姿势检测器经过训练,具有简化的类似Haar的功能集,以使检测器对复杂背景的影响更为稳定。六个检测器中级联的前三个阶段用作姿势估计,以降低计算复杂性。根据检测到的姿势确定清洁区域。所提出的探测器的性能已通过一组背景杂乱的测试图像进​​行了验证。清洁区域控制是通过真实视频序列模拟的。所提出的方法可以有效地控制清洁机器人,而无需用户佩戴或使用任何输入设备。

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