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首页> 外文期刊>Machine Vision and Applications >Automatic free parking space detection by using motion stereo-based 3D reconstruction
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Automatic free parking space detection by using motion stereo-based 3D reconstruction

机译:使用基于运动立体感的3D重建自动检测免费停车位

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摘要

This paper proposes a free parking space detection system by using motion stereo-based 3D reconstruction. An image sequence is acquired with a single rearview fisheye camera and the view behind the automobile is three-dimensionally reconstructed by using point correspondences. Metric information is recovered from the camera height ratio and free parking spaces are detected by estimating the positions of adjacent vehicles. Since adjacent vehicles are usually located near the epipole, their structures are seriously degraded. To solve this problem, we select point correspondences by using a de-rotation-based method and mosaic 3D structures by estimating a similarity transformation. Unlike in previous work, our system proposes an efficient way of locating free parking spaces in 3D point clouds. Odometry is not used because its accuracy depends largely on road conditions. In the experiments, the system was tested in 154 different parking situations and its success rate was 90% (139 successes in 154 cases). The detection accuracy was evaluated by using ground truth data that was acquired with a laser scanner.
机译:本文提出了一种基于运动立体的3D重构的免费停车位检测系统。通过单个后视鱼眼镜头获取图像序列,并通过使用点对应关系三维重建汽车后方的视图。从摄像机的高度比中恢复度量信息,并通过估计相邻车辆的位置来检测空闲停车位。由于相邻的车辆通常位于子极附近,因此其结构严重退化。为了解决这个问题,我们使用基于反旋转的方法选择点对应关系,并通过估计相似度变换来选择镶嵌3D结构。与以前的工作不同,我们的系统提出了一种有效的方式来定位3D点云中的免费停车位。不使用里程表,因为其准确性很大程度上取决于路况。在实验中,该系统在154种不同的停车情况下进行了测试,其成功率为90%(154例成功139例)。通过使用激光扫描仪获取的地面真实数据评估检测精度。

著录项

  • 来源
    《Machine Vision and Applications》 |2010年第2期|163-176|共14页
  • 作者单位

    Biometrics Engineering Research Center, School of Electrical and Electronic Engineering, Yonsei University, 134 Shinchon-dong, Seodaemun-gu, Seoul 120-749, Republic of Korea;

    Biometrics Engineering Research Center, School of Electrical and Electronic Engineering, Yonsei University, 134 Shinchon-dong, Seodaemun-gu, Seoul 120-749, Republic of Korea Global R&D H.Q, MANDO Corporation, Yongin-Si 446-901, Republic of Korea;

    Biometrics Engineering Research Center, School of Electrical and Electronic Engineering, Yonsei University, 134 Shinchon-dong, Seodaemun-gu, Seoul 120-749, Republic of Korea;

    Biometrics Engineering Research Center, School of Electrical and Electronic Engineering, Yonsei University, 134 Shinchon-dong, Seodaemun-gu, Seoul 120-749, Republic of Korea;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    parking space detection; motion stereo; three-dimensional reconstruction; tree-dimensional mosaicing;

    机译:停车位检测;运动立体声三维重建树维拼接;

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