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Method for Real-time Object Detection Based on Lidar Sensor and Camera Using CNN

机译:基于LIDAR传感器和相机使用CNN的实时对象检测方法

摘要

A camera and lidar sensor-based real-time object detection method and apparatus using CNN are presented. The camera and lidar sensor-based real-time object detection method using CNN proposed in the present invention learns object detection for a plurality of YOLOs based on CNN based on PCD (Point Cloud Data) and image data including reflectance and distance information. performing each of the steps, predicting a bounding box and a confidence score for an object in each object detection model learned based on PCD and image data, and assigning the coordinates of the bounding box to the object in order to fuse the object detection results It includes the step of determining the final bounding box through a weighted average based on the confidence score for
机译:提出了一种相机和LIDAR传感器的实时对象检测方法和使用CNN的装置。基于CNN的基于CNN的相机和基于LIDAR传感器的实时对象检测方法基于基于CNN的基于CNN基于CNN和包括反射率和距离信息的图像数据来学习对象检测。执行每个步骤,预测限定框和基于PCD和图像数据学到的每个对象检测模型中的对象的置信度分数,并将边界框的坐标分配给对象以熔断对象检测结果包括根据基于置信度得分通过加权平均值确定最终边界框的步骤

著录项

  • 公开/公告号KR102269750B1

    专利类型

  • 公开/公告日2021-06-25

    原文格式PDF

  • 申请/专利权人

    申请/专利号KR1020190107150

  • 发明设计人 조정호;김진수;

    申请日2019-08-30

  • 分类号G06T7/11;G01S17/02;G06N3/08;G06T7/50;

  • 国家 KR

  • 入库时间 2022-08-24 19:50:46

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