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AUTO-G: Gesture Recognition in the Crowd for Autonomous Vehicl

机译:AUTO-G:自动驾驶汽车人群中的手势识别

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摘要

Autonomous driving is an active area of research. An important aspect of this problem is recognizing the gestures made by humans, both inside and outside the vehicle. In this paper, we present the Auto-G database that comprises different hand gestures for autonomous driving. The database encompasses several challenges such as occlusion, low resolution, motion blur, illumination variation, extreme pose variations, along with the presence of multiple gestures within a frame. We also propose an end-to-end pipeline for hand detection and gesture recognition. The proposed pipeline achieves a frame gesture recognition accuracy of 90.23% on the proposed Auto-G database.
机译:自动驾驶是一个活跃的研究领域。该问题的重要方面是识别车辆内部和外部的人的手势。在本文中,我们介绍了Auto-G数据库,该数据库包含用于自动驾驶的不同手势。该数据库涵盖了一些挑战,例如遮挡,低分辨率,运动模糊,照明变化,极端姿势变化,以及帧中存在多个手势。我们还提出了用于手部检测和手势识别的端到端管道。拟议的管道在拟议的Auto-G数据库上实现了90.23%的帧手势识别精度。

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