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Camera movement artefact correction

机译:相机运动伪影校正

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摘要

Traffic surveillance systems based on background subtraction model are vulnerable to movements or vibrations in camera posts. Such camera shaking reflects in the form of relative displacements in locations of stationary structures and misinterpreted as valid motion. This artefact is referred to as camera movement artefact. The proposed method extracts the possible regions vulnerable to false motion detection and creates a mask which subtracts out the artefact. The real-time system in which the proposed method is implemented, the allowed processing time per frame is limited to<30 milliseconds, and the artefact correction mechanism is one of the many components. Hence, this simple mask subtraction provides an optimal solution compared to other per-frame correction mechanisms. Performance is evaluated for multiple test sets and the results show significant reduction in rate of false vehicle detection (36% to 12%) without negotiating available correct vehicle detection (98%).
机译:基于背景扣除模型的交通监控系统容易受到摄像机立柱移动或振动的影响。这种相机震动会以相对位移的形式反映在固定结构的位置,并被误解为有效运动。该伪像被称为相机运动伪像。所提出的方法提取容易受到误动作检测的可能区域,并创建一个减去伪影的遮罩。实现了该方法的实时系统,每帧允许的处理时间限制为<30毫秒,伪影校正机制是众多组件之一。因此,与其他逐帧校正机制相比,这种简单的掩码减法提供了最佳解决方案。对多个测试集的性能进行了评估,结果显示,未协商可用的正确车辆检测方法(98%)时,错误车辆检测方法的发生率显着降低(36%至12%)。

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