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Driver/passenger discrimination for the interaction with the dual-view touch screen integrated to the automobile centre console

机译:与集成到汽车中央控制台的双视图触摸屏进行交互的驾驶员/乘客区分

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摘要

In an attempt to further develop and evaluate the optical recognition systems for distinguishing between driver and front-seat passenger during their interactions with dual-view touch screen integrated to the automobile centre console, this work focuses on the enhancement of both image processing algorithms and experimental environment. In addition to the motion based forearm and hand segmentation and the texture based arm direction analysis, the adaptive boosting classifiers with Haar-like features have been engaged for the learning of driver's and passenger's hand patterns. The user discrimination system was completely reproduced in a laboratory, including passenger compartment with genuine dashboard, touch screen, camera and near-infrared lamps, so that different illumination conditions could be modeled. The new acquisition system allows automatic and unambiguous registration of all touch screen interactions and their synchronization with the video stream. This results in credible evaluation of the image processing routines. The adjustment of the camera position and the active infrared illumination made it possible to reduce the recognition error rates and to achieve superior discrimination performance compared to previous works.
机译:为了进一步开发和评估光学识别系统,以便在驾驶员和前排乘客与集成到汽车中央控制台的双视图触摸屏进行交互时进行区分,这项工作着重于增强图像处理算法和实验性环境。除了基于运动的前臂和手的分割以及基于纹理的手臂方向分析之外,具有Haar样特征的自适应增强分类器还用于学习驾驶员和乘客的手部模式。用户辨别系统在实验室完全复制,包括带有真正仪表板,触摸屏,照相机和近红外灯的乘客舱,因此可以模拟不同的照明条件。新的采集系统允许所有触摸屏交互及其与视频流的同步进行自动且明确的注册。这样可以对图像处理程序进行可靠的评估。与以前的作品相比,摄像机位置的调整和主动红外照明使得降低识别错误率并实现出色的识别性能成为可能。

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