Balancing image quality and energy consumption in visual sensor networks

K. Chow, K. Lui, E. Lam
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引用次数: 19

Abstract

Applications of wireless sensor networks have attracted a lot of attention recently. Cameras are installed in various locations of a wide area to capture images of targeted objects. Because of constraints in computational capability in these distributed cameras, it may not be feasible to analyze these images in the sensors but they have to be transmitted to a centralized server hop by hop through the sensor network. To reduce the energy used in transmission, the size of the images should be kept small by applying a large compression ratio, which may degrade image quality. This paper studies the tradeoff between image quality and energy consumption. We study the scenario that a number of camera-equipped sensors are taking pictures of the same object, and the pictures of adjacent cameras may overlap. We demonstrate that by allowing intermediate sensors to process the images and combine the overlapping portions, the total energy spent on transmission is reduced subject to a certain degradation in image quality. The tradeoff between image quality and energy consumption of different routing presents an important study on the practicability of visual sensor networks.
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在视觉传感器网络中平衡图像质量和能量消耗
近年来,无线传感器网络的应用受到了广泛的关注。摄像机安装在广阔区域的不同位置,以捕捉目标物体的图像。由于这些分布式摄像机的计算能力的限制,在传感器中分析这些图像可能是不可行的,但它们必须通过传感器网络一跳一跳地传输到中央服务器。为了减少传输过程中所消耗的能量,应该采用较大的压缩比来保持图像的小尺寸,这可能会降低图像质量。本文研究了图像质量和能耗之间的权衡。我们研究了多个配备摄像头的传感器对同一物体进行拍照的场景,相邻摄像头的照片可能会重叠。我们证明,通过允许中间传感器处理图像并组合重叠部分,在一定程度上降低图像质量的前提下,减少了传输上花费的总能量。不同路由的图像质量和能量消耗之间的权衡是视觉传感器网络实用性研究的重要内容。
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