Improving 3-D LADAR Range Estimation via Spatial Filtering

被引:0
|
作者
McMahon, Jason R. [1 ]
Cain, Stephen C. [1 ]
Martin, Richard K. [1 ]
机构
[1] USAF, Inst Technol, Grad Sch Engn & Management, Dept Elect & Comp Engn, Wright Patterson AFB, OH 45433 USA
关键词
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A three-dimensional Laser Detection and Ranging (3-D LADAR) system can produce a set of 2-D images with a fast range gate (similar to 2 ns) resulting in a data cube of spatial and range scene data with excellent resolution in both dimensions. Each 2-D range slice image contains the detected photo-electrons at each pixel for a particular range. The photo-electron counts are directly proportional to the return signal intensities incident upon the detector. Range estimation errors of a scene can occur in a 3-D LADAR due to several system factors including the optical spatial impulse response, photon noise, and atmospheric distortion. These factors cause the scene's intensity to spread, or blur, across pixels. The intensity spreading corrupts the correct pixel intensities at each range gate by mixing intensities with neighboring pixels thereby providing false intensity values to the range estimator. Without blur compensation, the range estimates would then be inaccurate to a degree depending on the blur severity. The focus of this paper is to improve 3-D LADAR range estimation by implementing 2-D image restoration filters to "deblur" each detected 2-D range slice image. Due to simplicity and quickness, this research effort implements two linear image restoration filters (Wiener and inverse filters). Considering the blur due to the optical system impulse response only, implementing the filters on the blurred data shows nearly complete recovery of the correct ranges. The associated root mean square error (RMSE) improves from 0.5 meters before filtering to .26 meters after inverse filtering. With typical noise power and moderate atmospheric effects, range estimation improves from a RMSE before Wiener filtering of 0.54 meters to 0.29 meters after filtering with slight degradation to image quality. With typical noise power and light turbulence, range estimation improves from a RMSE before filtering of 0.50 m to 0.28 m after filtering.
引用
收藏
页码:1496 / 1504
页数:9
相关论文
共 50 条
  • [1] Range Estimation Algorithms Comparison In Simulated 3-D Flash LADAR Data
    Jordan, Steven
    [J]. 2009 IEEE AEROSPACE CONFERENCE, VOLS 1-7, 2009, : 1489 - 1495
  • [2] Dense 3-D Mapping with Spatial Correlation via Gaussian Filtering
    Sun, Ke
    Saulnier, Kelsey
    Atanasov, Nikolay
    Pappas, George J.
    Kumar, Vijay
    [J]. 2018 ANNUAL AMERICAN CONTROL CONFERENCE (ACC), 2018, : 4267 - 4274
  • [3] Multiple surface range Estimation in 3D Flash imaging ladar via Expectation maximization
    Zhao Wen
    Han Shaokun
    [J]. 2013 10TH INTERNATIONAL BHURBAN CONFERENCE ON APPLIED SCIENCES AND TECHNOLOGY (IBCAST), 2013, : 446 - 450
  • [4] 3-D flash LADAR at Raytheon
    Halmos, MJ
    Jack, M
    Asbrock, J
    Anderson, C
    Bailey, S
    Chapman, G
    Gordon, E
    Herning, P
    Kalisher, M
    Klaras, L
    Kosai, K
    Liquori, V
    Pines, M
    Randall, V
    Reeder, R
    Rosbeck, J
    Sen, S
    Trotta, P
    Wetzel, P
    Hunter, A
    Jensen, J
    DeLyon, T
    Trussell, W
    Hutchinson, A
    Balcerak, R
    [J]. LASER RADAR TECHNOLOGY AND APPLICATIONS VI, 2001, 4377 : 84 - 97
  • [5] Chirped amplitude modulation ladar for range and Doppler measurements and 3-D imaging
    Stann, Barry
    Redman, Brian C.
    Lawler, William
    Giza, Mark
    Dammann, John
    Krapels, Keith
    [J]. LASER RADAR TECHNOLOGY AND APPLICATIONS XII, 2007, 6550
  • [6] Enhancement of deep epileptiform activity in the EEG via 3-D adaptive spatial filtering
    Ward, DM
    Jones, RD
    Bones, PJ
    Carroll, GJ
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1999, 46 (06) : 707 - 716
  • [7] 3D pose estimation of target based on ladar range image
    National Key Laboratory of Science and Technology on Tunable Laser, Institute of Opto-Electronic, Harbin Institute of Technology, Harbin
    150080, China
    不详
    161006, China
    [J]. Hongwai yu Jiguang Gongcheng Infrared Laser Eng, 4 (1115-1120):
  • [8] Spatial Modulation via 3-D Mapping
    Guo, Shuaishuai
    Zhang, Haixia
    Jin, Shi
    Zhang, Peng
    [J]. IEEE COMMUNICATIONS LETTERS, 2016, 20 (06) : 1096 - 1099
  • [9] Development of long range, real-time, and high resolution 3-D Imaging LADAR
    Kameyama, Shumpei
    Imaki, Masaharu
    Hirai, Akihito
    Tsuji, Hidenobu
    Kotake, Nobuki
    Takabayashi, Mikio
    Asaka, Kimio
    Hirano, Yoshihito
    [J]. INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2011: LASER SENSING AND IMAGING AND BIOLOGICAL AND MEDICAL APPLICATIONS OF PHOTONICS SENSING AND IMAGING, 2011, 8192
  • [10] 3-D motion estimation using range data
    Gharavi, Hamid
    Gao, Shaoshuai
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2007, 8 (01) : 133 - 143