Parallel relevance feedback for 3D model retrieval based on fast weighted-center particle swarm optimization

被引：14

作者：

Hu, Baokun ^{[1
]}

Liu, Yusheng ^{[1
]}

Gao, Shuming ^{[1
]}

Sun, Rui ^{[1
]}

Xian, Chuhua ^{[1
]}

机构：

[1] Zhejiang Univ, State Key Lab CAD&CG, Hangzhou 310027, Peoples R China

来源：

PATTERN RECOGNITION | 2010年 / 43卷 / 08期

关键词：

Relevance feedback; Parallelism; 3D model retrieval; Particle swarm optimization; Information retrieval;

D O I：

10.1016/j.patcog.2010.02.010

中图分类号：

TP18 [人工智能理论];

学科分类号：

140502 [人工智能];

摘要：

In this study, we present a parallel approach to relevance feedback based on similarity field modification that simultaneously considers all factors affecting the similarity field for 3D model retrieval. First, we present a novel unified mathematical model which formalizes the problem as an optimization problem with multiple objectives and constraints. Secondly, our approach optimizes all the parameters synchronously by treating all the modification operations of the similarity field equally. Thirdly, we improved the standard particle swarm optimization in two different ways. Finally, we present several experiments that show the advantages of our method over existing serial ones. (C) 2010 Elsevier Ltd. All rights reserved.

引用

页码：2950 / 2961

页数：12

共 23 条

[1]

AKGUL CB, 2008, P EUR WORKSH 3D OBJ

[2]

Feature combination and relevance feedback for 3D model retrieval [J].

Atmosukarto, I ;

Leow, WK ;

Huang, ZY .

11TH INTERNATIONAL MULTIMEDIA MODELLING CONFERENCE, PROCEEDINGS, 2005, :334-339

[3]

Bang HY, 2002, IEEE IMAGE PROC, P968

[4]

BIAO L, 2008, MULTIMED TOOLS APPL, V1, P135

[5]

LIBSVM: A Library for Support Vector Machines [J].

Chang, Chih-Chung ;

Lin, Chih-Jen .

ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)

[6]

The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].

Clerc, M ;

Kennedy, J .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73

[7]

Coxeter H.S.M., 1969, Introduction to Geometry

[8]

Eberhart R., 1995, MHS 95, P39, DOI [DOI 10.1109/MHS.1995.494215, 10.1109/MHS.1995.494215]

[9]

ELAD M, 2001, CONTENT BASED RETRIE, P97

[10]

Hu BK, 2007, INT C COMP AID DES C, P132

← 1 2 3 →