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Spatio-temporal context tracking with color attributes

机译:用颜色属性跟踪时空上下文跟踪

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摘要

Distinguishing and tracking moving object is one of the most critical tasks in computer vision. A tracker with high speed and precision is required in the real-world object tracking. The correlation filtering tracking approaches have attracted much attention because of its high-speed and robustness. Spatio-Temporal Context (STC) tracker exploits the context information around the target, and improves the tracking performance. For further improving the efficiency and robustness, in the paper, we propose to construct the object appearance using color attributes in STC tracker. Color attributes can be computed efficiently and possess high discriminative power. Experiment results demonstrate that the spatio-temporal context tracker with color attributes can obtain superior performance in real-world tracking.
机译:区分和跟踪移动对象是计算机视觉中最关键的任务之一。实际对象跟踪需要具有高速和精度高的跟踪器。由于其高速和鲁棒性,相关滤波跟踪方法引起了很多关注。时空上下文(STC)跟踪器利用目标周围的上下文信息,并提高跟踪性能。为了进一步提高效率和稳健性,我们建议使用STC跟踪器中的颜色属性构建对象外观。可以有效地计算颜色属性并具有高辨别力。实验结果表明,具有颜色属性的时空上下文跟踪器可以在现实世界跟踪中获得卓越的性能。

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