3-D INTERPRETATION OF OPTICAL-FLOW BY RENORMALIZATION

被引:43
|
作者
KANATANI, K
机构
[1] Department of Computer Science, Gunma University, Kiryu, Gunma
关键词
D O I
10.1007/BF01469345
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article studies 3-D interpretation of optical flow induced by a general camera motion relative to a surface of general shape. First, we describe, using the ''image sphere representation,'' an analytical procedure that yields an exact solution when the data are exact: we solve the epipolar equation written in terms of the essential parameters and the twisted optical flow. Introducing a simple model of noise, we then show that the solution is ''statistically biased.'' In order to remove the statistical bias, we propose an algorithm called renormalization, which automatically adjusts to unknown image noise. A brief discussion is also given to the critical surface that yields ambiguous 3-D interpretations and the use of the image plane representation.
引用
收藏
页码:267 / 282
页数:16
相关论文
共 50 条
  • [11] NEW PERSPECTIVES ON OPTICAL-FLOW
    SOZOU, PD
    LOIZOU, G
    PATTERN RECOGNITION, 1993, 26 (08) : 1125 - 1136
  • [12] RECURSIVE FILTERS FOR OPTICAL-FLOW
    FLEET, DJ
    LANGLEY, K
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (01) : 61 - 67
  • [13] DIFFERENTIAL TECHNIQUES FOR OPTICAL-FLOW
    VERRI, A
    GIROSI, F
    TORRE, V
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1990, 7 (05): : 912 - 922
  • [14] OPTICAL-FLOW AND THE TAYLOR EXPANSION
    MAYBANK, SJ
    PATTERN RECOGNITION LETTERS, 1986, 4 (04) : 243 - 246
  • [15] OPTICAL-FLOW BY NONLINEAR RELAXATION
    COLOMBO, C
    DELBIMBO, A
    SANTINI, S
    PATTERN RECOGNITION, 1995, 28 (07) : 977 - 988
  • [16] ON UNIFIED OPTICAL-FLOW FIELD
    SHU, CQ
    SHI, YQ
    PATTERN RECOGNITION, 1991, 24 (06) : 579 - 586
  • [17] DETERMINING OPTICAL-FLOW - A RETROSPECTIVE
    HORN, BKP
    SCHUNCK, BG
    ARTIFICIAL INTELLIGENCE, 1993, 59 (1-2) : 81 - 87
  • [18] ANALYSIS OF OPTICAL-FLOW CONSTRAINTS
    DELBIMBO, A
    NESI, P
    SANZ, JLC
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (04) : 460 - 469
  • [19] IOFusion: instance segmentation and optical-flow guided 3D reconstruction in dynamic scenes
    Zhu, Haowei
    Bai, Suqin
    Shi, Jinlong
    Wang, Chenggen
    Sun, Yunhan
    Lu, Jiawen
    Shu, Xin
    Huang, Shucheng
    VISUAL COMPUTER, 2025, 41 (02): : 799 - 813
  • [20] IOFusion: instance segmentation and optical-flow guided 3D reconstruction in dynamic scenesIOFusion: instance segmentation and optical-flow guided 3D reconstruction in dynamic scenesH. Zhu et al.
    Haowei Zhu
    Suqin Bai
    Jinlong Shi
    Chenggen Wang
    Yunhan Sun
    Jiawen Lu
    Xin Shu
    Shucheng Huang
    The Visual Computer, 2025, 41 (2) : 799 - 813