Crayon: saving power through shape and color approximation on next-generation displays

Phillip Stanley-Marbell, V. Estellers, M. Rinard
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引用次数: 23

Abstract

We present Crayon, a library and runtime system that reduces display power dissipation by acceptably approximating displayed images via shape and color transforms. Crayon can be inserted between an application and the display to optimize dynamically generated images before they appear on the screen. It can also be applied offline to optimize stored images before they are retrieved and displayed. Crayon exploits three fundamental properties: the acceptability of small changes in shape and color, the fact that the power dissipation of OLED displays and DLP pico-projectors is different for different colors, and the relatively small energy cost of computation in comparison to display energy usage. We implement and evaluate Crayon in three contexts: a hardware platform with detailed power measurement facilities and an OLED display, an Android tablet, and a set of cross-platform tools. Our results show that Crayon's color transforms can reduce display power dissipation by over 66% while producing images that remain visually acceptable to users. The measured whole-system power reduction is approximately 50%. We quantify the acceptability of Crayon's shape and color transforms with a user study involving over 400 participants and over 21,000 image evaluations.
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蜡笔:在下一代显示器上通过形状和颜色近似来节省电力
我们展示了Crayon,一个库和运行时系统,通过形状和颜色变换可接受地近似显示图像,从而降低了显示功耗。蜡笔可以插入应用程序和显示器之间,优化动态生成的图像之前,他们出现在屏幕上。它还可以离线应用,在检索和显示存储的图像之前对其进行优化。蜡笔利用了三个基本特性:形状和颜色的微小变化的可接受性,OLED显示器和DLP微型投影仪对不同颜色的功耗是不同的,与显示能耗相比,计算的能量成本相对较小。我们在三种情况下实施和评估Crayon:一个具有详细功率测量设施和OLED显示器的硬件平台,一个Android平板电脑和一套跨平台工具。我们的研究结果表明,Crayon的颜色变换可以减少66%以上的显示功耗,同时生成用户在视觉上仍然可以接受的图像。测量的整个系统功耗降低约为50%。我们量化了蜡笔形状和颜色变换的可接受性,涉及400多名参与者和超过21,000个图像评估的用户研究。
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EuroSys '22: Seventeenth European Conference on Computer Systems, Rennes, France, April 5 - 8, 2022 EuroSys '21: Sixteenth European Conference on Computer Systems, Online Event, United Kingdom, April 26-28, 2021 EuroSys '20: Fifteenth EuroSys Conference 2020, Heraklion, Greece, April 27-30, 2020 STRADS: a distributed framework for scheduled model parallel machine learning NChecker: saving mobile app developers from network disruptions
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