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Occluded Street Objects Perception Algorithm of Intelligent Vehicles Based on 3D Projection Model

机译:基于3D投影模型的智能车辆遮挡道路目标感知算法。

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摘要

We present a super perception system of intelligent vehicles for perceiving occluded street objects by collecting images from neighbor front vehicles V2V (vehicle to vehicle) video streams based on 3D projection model. This super power can avoid some serious accidents of driver-assistant systems or automatic driving systems which can only detect visible objects. Our street perception system can "see through" the front vehicles to realize detecting of the occluded street objects only by analyzing the pair images received from front and host (back) vehicles. Upon the 3D projection model based on the pair images, the system uses affine transformation to achieve augmented reality method to increase the visibility perspective of driver system. Experimental results on different datasets are shown to validate our approach. Evaluation method was first introduced into our perception system.
机译:我们通过基于3D投影模型收集来自相邻前排车辆V2V(车辆到车辆)视频流的图像,提出了一种智能车辆的超感知系统,用于感知被遮挡的街道物体。这种超大功率可以避免只能检测可见物体的驾驶员辅助系统或自动驾驶系统发生严重事故。我们的街道感知系统仅通过分析从前车和主(后)车接收到的成对图像,即可“透视”前车以实现对被遮挡的街道物体的检测。在基于配对图像的3D投影模型上,系统使用仿射变换来实现增强现实方法,以增加驾驶员系统的可见性。显示了在不同数据集上的实验结果以验证我们的方法。评估方法首先被引入我们的感知系统。

著录项

  • 来源
    《Journal of Advanced Transportation》 |2018年第3期|1547276.1-1547276.11|共11页
  • 作者单位

    China Univ Geosci, Sch Automat, Wuhan 430074, Hubei, Peoples R China;

    China Univ Geosci, Sch Automat, Wuhan 430074, Hubei, Peoples R China;

    China Univ Geosci, Sch Automat, Wuhan 430074, Hubei, Peoples R China;

  • 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

  • 入库时间 2022-08-18 01:11:27

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