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An improved parking space recognition algorithm based on panoramic vision

机译:一种改进的基于全景视觉的停车空间识别算法

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摘要

In order to reduce parking difficulties caused by small parking spaces, low driver driving experience, and complex parking environment, parking assistance systems have attracted attention, but the identification of parking spaces is a key problem and technical difficulty. In this paper, an improved parking space recognition algorithm based on panoramic vision is proposed. Firstly, in the look-around image forming part, a method of distortion correction (DC) and perspective transformation (PT) based on LUT (Look Up Table) transformation is proposed to improve the processing speed of the algorithm. Then, to improve the accuracy of parking space recognition, an improved method combining rough extraction and fine matching is proposed to identify parking spaces in a look-around image. The experimental results show that the method achieves a detection rate of 97.63% under sufficient illumination and 79.77% even under insufficient illumination.
机译:为了减少由小停车位引起的停车困难,低驾驶员驾驶经验和复杂的停车环境,停车辅助系统引起了注意力,但识别停车位是一个关键问题和技术难度。 本文提出了一种基于全景视觉的改进的停车空间识别算法。 首先,在查看图像形成部分中,提出了一种基于LUT(查找表)变换的失真校正(DC)和透视变换(PT)以提高算法的处理速度。 然后,为了提高停车空间识别的准确性,提出了一种组合粗糙提取和精细匹配的改进方法,以识别静看图像中的停车位。 实验结果表明,该方法在足够的照明下实现了97.63%的检出率,即使在不足的照明下也能实现79.77%。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2021年第12期|18181-18209|共29页
  • 作者单位

    Jilin Univ Coll Comp Sci & Technol Changchun 130012 Peoples R China|Jilin Univ Key Lab Symbol Computat & Knowledge Engn Minist Educ Changchun 130012 Peoples R China|Jilin Univ State Key Lab Automobile Simulat & Control Changchun 130025 Peoples R China;

    Jilin Univ Coll Comp Sci & Technol Changchun 130012 Peoples R China;

    Jilin Univ Coll Comp Sci & Technol Changchun 130012 Peoples R China;

    Jilin Univ Coll Software Changchun 130012 Peoples R China;

    Jilin Univ Coll Comp Sci & Technol Changchun 130012 Peoples R China;

    Jilin Univ Coll Comp Sci & Technol Changchun 130012 Peoples R China;

    Jilin Univ Coll Software Changchun 130012 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Traffic accidents; Parking space recognition algorithm; Panoramic vision;

    机译:交通事故;停车空间识别算法;全景视觉;

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