Road scene monotony detection in a fatigue management driver assistance system

L. Fletcher, L. Petersson, A. Zelinsky
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引用次数: 46

Abstract

Automated fatigue detection devices show much promise in combating fatigue related accidents. One aspect which hampers the introduction of these technologies is context awareness. In this paper we develop and evaluate a road scene monotony detector. The detector can be used to give context awareness to fatigue detection tools to minimise false positives. The approach could also be used by road makers to quantify monotony on fatigue prone stretches of road. The detector uses MPEG compression to measure the change in information content of the road scene over time. We show that the detector correlates highly with human identified monotonous scenes. The technique is consistent over time and applicable for day and night operation. The compression is augmented with lane tracking data to distinguish between otherwise difficult cases. The detector is integrated into a fatigue management driver assistance system.
疲劳管理驾驶辅助系统中的道路场景单调性检测
自动疲劳检测装置在对抗疲劳相关事故方面显示出很大的希望。阻碍引入这些技术的一个方面是上下文感知。本文研制并评价了一种道路场景单调检测器。该检测器可用于为疲劳检测工具提供上下文感知,以最大限度地减少误报。这种方法也可以被道路制造商用来量化容易疲劳路段的单调程度。检测器使用MPEG压缩来测量道路场景信息内容随时间的变化。我们表明,检测器与人类识别的单调场景高度相关。该技术是一致的,随着时间的推移,适用于白天和夜间操作。压缩与车道跟踪数据增强,以区分其他困难的情况。该探测器被集成到疲劳管理驾驶员辅助系统中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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