A Linear Time Algorithm of Computing Hausdorff Distance for Content-based Image Analysis

被引:12
作者
Hossain, M. Julius [2 ]
Dewan, M. Ali Akber [3 ]
Ahn, Kiok [1 ]
Chae, Oksam [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Engn, Yongin 449701, Kyonggi Do, South Korea
[2] Dublin City Univ, Ctr Image Proc & Anal, Dublin 9, Ireland
[3] Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ H3G 1M8, Canada
基金
新加坡国家研究基金会;
关键词
Hausdorff distance; Distance transformation; Image matching; Video coding; Moving-object detection;
D O I
10.1007/s00034-011-9284-y
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Hausdorff distance is a very important metric for various image applications in computer vision including image matching, moving-object detection, tracking and recognition, shape retrieval and content-based image analysis. However, no efficient algorithm has been reported that computes the exact Hausdorff distance in linear time for comparing two images. Very few methods have been proposed to compute the approximate Hausdorff distance with higher approximation error. In this paper, we propose a linear time algorithm for computing the approximated Hausdorff distance with lower approximation error. The proposed method is effective to reduce the processing time, while minimizing the error rate in content-based image processing and analysis.
引用
收藏
页码:389 / 399
页数:11
相关论文
共 12 条
  • [1] [Anonymous], 2011, DIGITAL IMAGE PROCES
  • [2] [Anonymous], P BRIT MACH VIS C UK
  • [3] A LINEAR TIME ALGORITHM FOR THE HAUSDORFF DISTANCE BETWEEN CONVEX POLYGONS
    ATALLAH, MJ
    [J]. INFORMATION PROCESSING LETTERS, 1983, 17 (04) : 207 - 209
  • [4] DISTANCE TRANSFORMATIONS IN ARBITRARY DIMENSIONS
    BORGEFORS, G
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1984, 27 (03): : 321 - 345
  • [5] DUBUISSON MP, 1994, INT C PATT RECOG, P566, DOI 10.1109/ICPR.1994.576361
  • [6] 2D Euclidean distance transform algorithms: A comparative survey
    Fabbri, Ricardo
    Costa, Luciano Da F.
    Torelli, Julio C.
    Bruno, Odemir M.
    [J]. ACM COMPUTING SURVEYS, 2008, 40 (01)
  • [7] Moving object detection for real time video surveillance: An edge based approach
    Hossain, M. Julius
    Dewan, M. Ali Akber
    Chae, Oksam
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2007, E90B (12) : 3654 - 3664
  • [8] COMPARING IMAGES USING THE HAUSDORFF DISTANCE
    HUTTENLOCHER, DP
    KLANDERMAN, GA
    RUCKLIDGE, WJ
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (09) : 850 - 863
  • [9] A linear time algorithm for computing exact Euclidean distance transforms of binary images in arbitrary dimensions
    Maurer, CR
    Qi, RS
    Raghavan, V
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (02) : 265 - 270
  • [10] ROSENFEL.A, 1966, J ACM, V13, P471