3D target detection of Geiger mode APD array lidar image

被引:1
|
作者
Zhao, Tianming [1 ]
Tian, Jinwen [1 ]
Liu, Hang [1 ]
Jiang, Peng [2 ]
机构
[1] HUST, Sch Artificial Intelligence & Automat, Wuhan 430070, Peoples R China
[2] Inst Mech & Elect Engn, Beijing, Peoples R China
关键词
APD; Lidar image; 3D target detection;
D O I
10.1117/12.2541902
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The Geiger mode Avalanche Photo Diode (APD) array lidar is a non-scanning lidar, which has a small volume, fast imaging speed and high sensitivity. In the paper, the 3D target detection of Geiger mode APD array lidar image is studied. Geiger mode APD array lidar has great noise in the process of imaging due to its imaging characteristics. The paper analyzes its noise characteristics and decomposes the noise into four parts: environment noise, loss noise, internal noise and crosstalk noise. According to the noise characteristics, the paper simulated the Geiger-mode APD array lidar imaging And based on this, the target detection algorithm was studied. The paper proposes a filtering method based on the KNN classification and combine an improved loop filtering algorithm to preprocess the image. And then an adaptive superposition algorithm is proposed to fuse the preprocessed multi-frame image. Testing the target detection algorithm on five image data captured by the Geiger mode APD array lidar, the medium-scale and small-scale targets can be detected in 20 frames. The large-scale targets can be detected in 50 frames, and long-distance targets can be detected in 100 frames.
引用
收藏
页数:7
相关论文
共 50 条
  • [22] RangeLVDet: Boosting 3D Object Detection in LIDAR With Range Image and RGB Image
    Zhang, Zehan
    Liang, Zhidong
    Zhang, Ming
    Zhao, Xian
    Li, Hao
    Yang, Ming
    Tan, Wenming
    Pu, Shiliang
    IEEE SENSORS JOURNAL, 2022, 22 (02) : 1391 - 1403
  • [23] Geiger-mode APD Camera System for Single Photon 3-D LADAR Imaging
    Entwistle, Mark
    Itzler, Mark A.
    Chen, Jim
    Owens, Mark
    Patel, Ketan
    Jiang, Xudong
    Slomkowski, Krystyna
    Rangwala, Sabbir
    ADVANCED PHOTON COUNTING TECHNIQUES VI, 2012, 8375
  • [24] Design of 128x32 GM-APD array ROIC with Multi-Echo Detection for single photon 3D LiDAR
    Xu, Wangshuai
    Zhen, Shaowei
    Xiong, Hailiang
    Zhao, Bingqing
    Liu, Ziyi
    Zhang, Yourun
    Ke, Zungui
    Zhang, Bo
    SEVENTH SYMPOSIUM ON NOVEL PHOTOELECTRONIC DETECTION TECHNOLOGY AND APPLICATIONS, 2021, 11763
  • [25] Photon arrival sequence analysis of laser heterodyne signal with a Geiger-mode APD array
    Ge, Weijie
    Sun, Jianfeng
    Lu, Wei
    Shi, Xiaojing
    Zhang, Rupeng
    Zhou, Xin
    Zhang, Hailong
    OPTICS COMMUNICATIONS, 2022, 523
  • [26] Experimental Evaluation of Penetration Capabilities of a Geiger-mode APD Array Laser Radar System
    Jonsson, Per
    Tulldahl, Michael
    Hedborg, Julia
    Henriksson, Markus
    Sjogyist, Lars
    ELECTRO-OPTICAL REMOTE SENSING XI, 2017, 10434
  • [27] 3D object detection based on image and LIDAR fusion for autonomous driving
    Chen G.
    Yi H.
    Mao Z.
    International Journal of Vehicle Information and Communication Systems, 2023, 8 (03) : 237 - 251
  • [28] Analysis on detection performance of satellite laser ranging based on geiger mode APD arrays
    Zhai, Dongsheng
    Tang, Rufeng
    Huang, Kai
    Xue, Li
    Li, Yuqiang
    Li, Zhulian
    Xiong, Yaoheng
    Zhongguo Jiguang/Chinese Journal of Lasers, 2015, 42 (06):
  • [29] 3D target detection and spectral classification for single-photon LiDAR data
    Belmekki, Mohamed Amir Alaa
    Leach, Jonathan
    Tobin, Rachael
    Buller, Gerald S.
    McLaughlin, Stephen
    Halimi, Abderrahim
    OPTICS EXPRESS, 2023, 31 (15) : 23729 - 23745
  • [30] Target characterization in 3D using infrared lidar
    Foy, BR
    McVey, BD
    Petrin, RR
    Tiee, JJ
    Wilson, C
    TARGETS AND BACKGROUNDS VII: CHARACTERIZATION AND REPRESENTATION, 2001, 4370 : 181 - 187