The use of optical flow for the analysis of non-rigid motions

被引:11
作者
Giachetti, A
Torre, V
机构
[1] Dipartimento di Fisica, Università di Genova, 16146 Genova
关键词
D O I
10.1007/BF00123144
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper analyses the 2D motion field on the image plane produced by the 3D motion of a plane undergoing simple deformations. When the deformation can be represented by a planar linear vector field, the projected vector field, i.e., the 2D motion field of the deformation, is at most quadratic. This 2D motion field has one singular point, with eigenvalues identical to those of the singular point describing the deformation. As a consequence, the nature of the singular point of the deformation is a projective invariant. When the plane moves and experiences a linear deformation at the same time, the associated 2D motion field is at most quadratic with at most 3 singular points. In the case of a normal rototranslation, i.e., when the angular velocity is normal to the plane, and of a linear deformation, the 2D motion field has one singular point and substantial information on the rigid motion and on the deformation can be recovered from it. Experiments with image sequences of planes moving and undergoing linear deformations show that the proposed analysis can provide accurate results. In addition, experiments with deformable objects, such as water, oil, textiles and rubber show that the proposed approach can provide information on more general 3D deformations.
引用
收藏
页码:255 / 279
页数:25
相关论文
共 32 条
[1]  
AICARDI F, 1990, BIOL CYBERN, V64, P141
[2]  
AMARTUR SC, 1993, NUCL MAGNETIC RESONA, V12, P59
[3]  
[Anonymous], 1974, Differential Equations, Dynamical Systems, and Linear Algebra
[4]  
[Anonymous], 1885, CRELLE J
[5]   PERFORMANCE OF OPTICAL-FLOW TECHNIQUES [J].
BARRON, JL ;
FLEET, DJ ;
BEAUCHEMIN, SS .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1994, 12 (01) :43-77
[6]   A THEORY OF OPTICAL-FLOW [J].
BERGHOLM, F ;
CARLSSON, S .
CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02) :171-188
[7]   MOTION ANALYSIS FROM 1ST-ORDER PROPERTIES OF OPTICAL-FLOW [J].
CAMPANI, M ;
VERRI, A .
CVGIP-IMAGE UNDERSTANDING, 1992, 56 (01) :90-107
[8]   THE ACCURACY OF THE COMPUTATION OF OPTICAL-FLOW AND OF THE RECOVERY OF MOTION PARAMETERS [J].
DEMICHELI, E ;
TORRE, V ;
URAS, S .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (05) :434-447
[9]   VELOCITY DETERMINATION IN SCENES CONTAINING SEVERAL MOVING-OBJECTS [J].
FENNEMA, CL ;
THOMPSON, WB .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1979, 9 (04) :301-315
[10]   IMAGE-MODELS FOR 2-D FLOW VISUALIZATION AND COMPRESSION [J].
FORD, RM ;
STRICKLAND, RN ;
THOMAS, BA .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1994, 56 (01) :75-93