Real-time stereo-based head detection using size, shape and disparity constraints

S. Krotosky, S.Y. Cheng, M. Trivedi
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引用次数: 25

Abstract

A real-time stereo-based head detection algorithm is presented and evaluated as an occupant posture analysis system for "smart" airbag deployment. The algorithm uses several constraints to limit the number of head ellipse "candidates" found in the image. These constraints are based on shape, size and depth of the occupant's head. Results of ground truth experiments show that the head detection can accurately estimate the three-dimensional location of the occupant head. Extended experiments illustrate the robustness of the algorithm to poor lighting conditions, to occlusion, and to the presence of other competing head-like objects in the scene.
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利用尺寸、形状和视差约束的实时基于立体的头部检测
提出了一种基于实时立体的头部检测算法,并将其作为“智能”安全气囊部署的乘员姿态分析系统进行了评估。该算法使用几个约束来限制在图像中找到的头部椭圆“候选”的数量。这些限制是基于居住者头部的形状、大小和深度。地面真值实验结果表明,头部检测能准确估计乘员头部的三维位置。扩展的实验证明了该算法对恶劣光照条件、遮挡以及场景中存在其他竞争性头部类物体的鲁棒性。
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