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A deep learning-based binocular perception system

机译:基于深度学习的双目感知系统

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摘要

An obstacle perception system for intelligent vehicle is proposed.The proposed system combines the stereo version technique and the deep learning network model,and is applied to obstacle perception tasks in complex environment.In this paper,we provide a complete system design project,which includes the hardware parameters,software framework,algorithm principle,and optimization method.In addition,special experiments are designed to demonstrate that the performance of the proposed system meets the requirements of actual application.The experiment results show that the proposed system is valid to both standard obstacles and non-standard obstacles,and suitable for different weather and lighting conditions in complex environment.It announces that the proposed system is flexible and robust to the intelligent vehicle.

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  • 来源
    《系统工程与电子技术(英文版)》 |2021年第1期|7-20|共14页
  • 作者单位

    Faculty of Information Technology Macau University of Science and Technology Macau 999078 China;

    Faculty of Information Technology Macau University of Science and Technology Macau 999078 China;

    Baidu's Intelligent Driving Group Beijing 100193 China;

    Beijing Smarter Eye Technology Co. Ltd. Beijing 100023 China;

    Faculty of Information Technology Macau University of Science and Technology Macau 999078 China;

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