3D Fully Convolutional Network for Vehicle Detection in Point Cloud

被引:0
|
作者
Li, Bo [1 ]
机构
[1] Trunk Inc, Chicago, IL 60654 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
2D fully convolutional network has been recently successfully applied to the object detection problem on images. In this paper, we extend the fully convolutional network based detection techniques to 3D and apply it to point cloud data. The proposed approach is verified on the task of vehicle detection from lidar point cloud for autonomous driving. Experiments on the KITTI dataset shows significant performance improvement over the previous point cloud based detection approaches.
引用
收藏
页码:1513 / 1518
页数:6
相关论文
共 50 条
  • [21] Vehicle Detection Using Point Cloud and 3D LIDAR Sensor to Draw 3D Bounding Box
    Gagana, H. S.
    Sunitha, N. R.
    Nishanth, K. N.
    COMPUTATIONAL VISION AND BIO-INSPIRED COMPUTING, 2020, 1108 : 983 - 992
  • [22] A multi-scale fully convolutional network for semantic labeling of 3D point clouds
    Yousefhussien, Mohammed
    Kelbe, David J.
    Lentilucci, Emmett J.
    Salvaggio, Carl
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2018, 143 : 191 - 204
  • [23] Interpolated Convolutional Networks for 3D Point Cloud Understanding
    Mao, Jiageng
    Wang, Xiaogang
    Li, Hongsheng
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 1578 - 1587
  • [24] Equivariant Point Network for 3D Point Cloud Analysis
    Chen, Haiwei
    Liu, Shichen
    Chen, Weikai
    Li, Hao
    Hill, Randall
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 14509 - 14518
  • [25] HRNet: 3D object detection network for point cloud with hierarchical refinement
    Lu, Bin
    Sun, Yang
    Yang, Zhenyu
    Song, Ran
    Jiang, Haiyan
    Liu, Yonghuai
    PATTERN RECOGNITION, 2024, 149
  • [26] PLOT: a 3D point cloud object detection network for autonomous driving
    Zhang, Yihuan
    Wang, Liang
    Dai, Yifan
    ROBOTICA, 2023, 41 (05) : 1483 - 1499
  • [27] PPMGNet: A Neural Network Algorithm for Point Cloud 3D Object Detection
    Peng, Xiaohong
    Wang, Sen
    Geng, Shuqin
    Zhang, Zhe
    Tang, Haonan
    Wang, Yu
    Wang, Jie
    Li, Xuefeng
    Du, Jianing
    2020 IEEE 14TH INTERNATIONAL CONFERENCE ON ANTI-COUNTERFEITING, SECURITY, AND IDENTIFICATION (ASID), 2020, : 53 - 56
  • [28] PFCN: a fully convolutional network for point cloud semantic segmentation
    Lu, Jian
    Liu, Tong
    Luo, Maoxin
    Cheng, Haozhe
    Zhang, Kaibing
    ELECTRONICS LETTERS, 2019, 55 (20) : 1088 - 1089
  • [29] 3D Point Cloud Recognition Based on a Multi-View Convolutional Neural Network
    Zhang, Le
    Sun, Jian
    Zheng, Qiang
    SENSORS, 2018, 18 (11)
  • [30] Dynamic-Scale Graph Convolutional Network for Semantic Segmentation of 3D Point Cloud
    Xiu, Haoyi
    Shinohara, Takayuki
    Matsuoka, Masashi
    2019 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM 2019), 2019, : 271 - 278