INVESTIGATIONS OF MULTIGRID ALGORITHMS FOR THE ESTIMATION OF OPTICAL-FLOW FIELDS IN IMAGE SEQUENCES

被引:124
作者
ENKELMANN, W
机构
[1] Fraunhofer Inst fuer Informations-, und Datenverarbeitung, Karlsruhe,, West Ger, Fraunhofer Inst fuer Informations- und Datenverarbeitung, Karlsruhe, West Ger
来源
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING | 1988年 / 43卷 / 02期
关键词
COMPUTER PROGRAMMING - Algorithms - MATHEMATICAL TECHNIQUES - Iterative Methods;
D O I
10.1016/0734-189X(88)90059-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
K. P. Horn and B. G. Schunck formulated the estimation of optical flow fields as a minimization problem. In order to avoid problems with the in general smoothness constraint, H. -H. Nagel developed the 'oriented smoothness constraint'. Here, a modified formulation of this 'oriented smoothness constraint' compared to an earlier one. The differences between these formulations are discussed analytically. Starting with an iterative solution approach for the system of nonlinear partial differential equations resulting from the 'oriented smoothness constraint', the iterative solution approach is improved significantly using multigrid methods. Results obtained from experiments with real world image sequences are presented.
引用
收藏
页码:150 / 177
页数:28
相关论文
共 46 条
  • [1] ANANDAN P, 1985, OCT P IEEE WORKSH CO, P186
  • [2] DISPARITY ANALYSIS OF IMAGES
    BARNARD, ST
    THOMPSON, WB
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1980, 2 (04) : 333 - 340
  • [3] BRAND K, 1983, GMD59 GES MATH DAT A
  • [4] BRANDT A, 1977, MATH COMPUT, V31, P333, DOI 10.1090/S0025-5718-1977-0431719-X
  • [5] Brandt A., 1977, MATH SOFTWARE, P277
  • [6] BRANDT A, 1984, GMD85 GES MATH DAT A
  • [7] BURT PJ, 1983, JUN P IEEE C COMP VI, P246
  • [8] CORNELIUS N, 1983, ACM WORKSH MOT TOR, P50
  • [9] FAST COMPUTATION OF THE DIFFERENCE OF LOW-PASS TRANSFORM
    CROWLEY, JL
    STERN, RM
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (02) : 212 - 222
  • [10] CONTOUR-BASED MOTION ESTIMATION
    DAVIS, LS
    WU, ZQ
    SUN, HF
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1983, 23 (03): : 313 - 326