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A low power and high performance face detection on mobile GPU

机译:移动GPU上的低功耗和高性能面检测

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Face detection is one of the most popular computer vision applications on mobile platforms. It is a compute-intensive task that consumes significant energy. In this paper, we present an energy efficient face detection implementation that offloads data- and compute-intensive portions of the application onto low-power mobile GPU to save overall power consumption without sacrificing performance. Our experiment on a state-of-the-art mobile processor demonstrates that our proposed approach saves power consumption up to 14.3% and improves performance by 87% over traditional CPU only execution.
机译:面部检测是移动平台上最受欢迎的计算机视觉应用之一。这是一个消耗大量能量的计算密集型任务。在本文中,我们提出了一种能量有效的面部检测实现,将应用程序的数据和计算密集型部分卸载到低功耗移动GPU上,以节省整体功耗而不会牺牲性能。我们在最先进的移动处理器上的实验表明,我们的拟议方法可节省高达14.3%的功耗,并通过传统的CPU执行87%的性能。

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