双目跟踪的视觉行为

A. Bernardino, J. Santos-Victor
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引用次数: 44

摘要

提出了一种基于视觉行为集成的双目跟踪系统。生物动机行为,趋同和追求,在跟踪系统中作为并行、互补和高度耦合的过程进行合作,简化了感知信息的获取和系统建模与控制。在闭环控制体系结构中,使用空间变量图像表示和低级视觉线索作为反馈信号,尽管算法精度低和建模错误,但仍可实现每种行为的实时可靠性能。这些行为被整合在一起,整个系统在一个实时运行的立体头部(12.5 Hz)中实现,没有任何特定的处理硬件。对于不同形状和运动的物体,给出了结果,说明跟踪可以通过有目的设计行为的合作来实现,并调整到特定的子目标。
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Visual behaviours for binocular tracking
This paper presents a binocular tracking system based on the integration of visual behaviours. Biologically motivated behaviours, vergence and pursuit, cooperate as parallel, complementary and highly coupled processes in the tracking system, simplifying the acquisition of perceptual information and system modeling and control. The use of a space variant image representation and low-level visual cues as feedback signals in a closed loop control architecture, allow real-time and reliable performance for each behaviour, despite the low precision of the algorithms and modeling errors. The behaviours are integrated and the overall system is implemented in a stereo head running at real-time (12.5 Hz), without any specific processing hardware. Results are presented for objects of different shapes and motions, illustrating that tracking can be robustly achieved by the cooperation of purposively designed behaviours, tuned to specific subgoals.
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