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Approximate Circuits in Low-Power Image and Video Processing: The Approximate Median Filter

机译:低功耗图像和视频处理中的近似电路:近似中值滤波器

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摘要

Low power image and video processing circuits are crucial in many applications of computer vision. Traditional techniques used to reduce power consumption in these applications have recently been accompanied by circuit approximation methods which exploit the fact that these applications are highly error resilient and, hence, the quality of image processing can be traded for power consumption. On the basis of a literature survey, we identified the components whose implementations are the most frequently approximated and the methods used for obtaining these approximations. One of the components is the median image filter. We propose, evaluate and compare two approximation strategies based on Cartesian genetic programming applied to approximate various common implementations of the median filter. For filters developed using these approximation strategies, trade-offs between the quality of filtering and power consumption are investigated. Under conditions of our experiments we conclude that better trade-offs are achieved when the image filter is evolved from scratch rather than a conventional filter is approximated.
机译:低功耗图像和视频处理电路在计算机视觉的许多应用中至关重要。最近,在这些应用中用于降低功耗的传统技术伴随着电路近似方法,这些方法利用了以下事实:这些应用具有高度的抗误差能力,因此可以将图像处理的质量换成功耗。在文献调查的基础上,我们确定了实现最频繁的组件以及用于获得这些近似的方法。组件之一是中值图像滤波器。我们提出,评估和比较基于笛卡尔遗传编程的两种近似策略,这些策略用于近似中值滤波器的各种常见实现。对于使用这些近似策略开发的滤波器,研究了滤波器质量与功耗之间的权衡。在我们的实验条件下,我们得出的结论是,当图像滤镜从无到有发展时,可以实现更好的权衡,而不是近似传统滤镜。

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