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 32 条
[2]   PASSIVE NAVIGATION [J].
BRUSS, AR ;
HORN, BKP .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1983, 21 (01) :3-20
[3]   ANALYTICAL RESULTS ON ERROR SENSITIVITY OF MOTION ESTIMATION FROM 2 VIEWS [J].
DANIILIDIS, K ;
NAGEL, HH .
IMAGE AND VISION COMPUTING, 1990, 8 (04) :297-303
[4]   VOLUMETRIC MODEL AND 3D TRAJECTORY OF A MOVING CAR DERIVED FROM MONOCULAR TV FRAME SEQUENCES OF A STREET SCENE [J].
DRESCHLER, L ;
NAGEL, HH .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1982, 20 (03) :199-228
[5]   SUBSPACE METHODS FOR RECOVERING RIGID MOTION .1. ALGORITHM AND IMPLEMENTATION [J].
HEEGER, DJ ;
JEPSON, AD .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1992, 7 (02) :95-117
[6]  
HORN BKP, 1987, INT J COMPUT VISION, V1, P259, DOI 10.1007/BF00127824
[7]   RELATIVE ORIENTATION [J].
HORN, BKP .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1990, 4 (01) :59-78
[8]   SOME PROPERTIES OF THE E-MATRIX IN 2-VIEW MOTION ESTIMATION [J].
HUANG, TS ;
FAUGERAS, OD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (12) :1310-1312
[9]  
Kanatani K., 1993, [1993] Proceedings Fourth International Conference on Computer Vision, P599, DOI 10.1109/ICCV.1993.378156
[10]   COMPUTATIONAL PROJECTIVE GEOMETRY [J].
KANATANI, K .
CVGIP-IMAGE UNDERSTANDING, 1991, 54 (03) :333-348