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Face Tracking Active Vision System with Saccadic and Smooth Pursuit

机译:具有跟踪和平滑追踪功能的人脸跟踪主动视觉系统

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People detection and tracking is very important and fundamental functionality in surveillance and human-robot interaction. This paper presents a robotic vision module with rapid eye movements for fast face tracking. Face tracking is initiated by robust face detection followed with color histogram-based matching and linear prediction of face position. Rapid and smooth eye movements (i.e. panning and tilting) are embodied by linear and hybrid (i.e. velocity-based FF + position based FB) control scheme as well as powerful yet widely used DC motor. Experimental results demonstrated ultra-fast and extremely smooth pursuit of moving face, at 6 deg/40ms (approximately 10m/sec at the distance of 3m), with abrupt change in motion direction (e.g., jumping), with sustained robustness to the change of pose (e.g., from frontal face to nearly back of head).
机译:在监视和人机交互中,人员检测和跟踪非常重要且具有基本功能。本文提出了一种具有快速眼动功能的机器人视觉模块,用于快速的面部跟踪。通过强大的人脸检测,基于颜色直方图的匹配和人脸位置的线性预测来启动人脸跟踪。快速而平稳的眼球运动(即平移和倾斜)通过线性和混合(即基于速度的FF +基于位置的FB)控制方案以及功能强大而广泛使用的DC电机来体现。实验结果表明,在6度/ 40毫秒(3m的距离处约为10m / sec)下,超快速且极其平滑地跟踪运动面部,运动方向突然改变(例如,跳跃),并且对变化的方向具有持久的鲁棒性。姿势(例如,从正面到头部近后)。

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