Deformable template models: A review

被引:159
作者
Jain, AK
Zhong, Y
Dubuisson-Jolly, MP [1 ]
机构
[1] Siemens Corp Res, Princeton, NJ 08540 USA
[2] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[3] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
关键词
D O I
10.1016/S0165-1684(98)00139-X
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
In this paper, we review the recently published work on deformable models. We have chosen to concentrate on 2D deformable models and relate the energy minimization approaches to the Bayesian formulations. We categorize the various active contour systems according to the definition of the deformable model. We also present in detail one particular formulation for deformable templates which combines edge, texture, color and region information for the external energy and model deformations using wavelets, splines or Fourier descriptors. We explain how these models can be used for segmentation, image retrieval in a large database and object tracking in a video sequence. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:109 / 129
页数:21
相关论文
共 77 条
[1]   USING DYNAMIC-PROGRAMMING FOR SOLVING VARIATIONAL-PROBLEMS IN VISION [J].
AMINI, AA ;
WEYMOUTH, TE ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (09) :855-867
[2]   STRUCTURAL IMAGE-RESTORATION THROUGH DEFORMABLE TEMPLATES [J].
AMIT, Y ;
GRENANDER, U ;
PICCIONI, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1991, 86 (414) :376-387
[3]  
AYACHE N, 1992, ACTIVE VISION, P285
[4]   GENERALIZING THE HOUGH TRANSFORM TO DETECT ARBITRARY SHAPES [J].
BALLARD, DH .
PATTERN RECOGNITION, 1981, 13 (02) :111-122
[5]  
BASCLE B, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P302, DOI 10.1109/ICCV.1995.466925
[6]   A FRAMEWORK FOR SPATIOTEMPORAL CONTROL IN THE TRACKING OF VISUAL CONTOURS [J].
BLAKE, A ;
CURWEN, R ;
ZISSERMAN, A .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1993, 11 (02) :127-145
[7]  
Blake A., 1987, Visual Reconstruction
[8]   ELASTIC MATCHING OF LINE DRAWINGS [J].
BURR, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1981, 3 (06) :708-713
[9]   A GEOMETRIC MODEL FOR ACTIVE CONTOURS IN IMAGE-PROCESSING [J].
CASELLES, V ;
CATTE, F ;
COLL, T ;
DIBOS, F .
NUMERISCHE MATHEMATIK, 1993, 66 (01) :1-31
[10]  
CASELLES V, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P694, DOI 10.1109/ICCV.1995.466871