Image mining by content

被引:15
作者
Conci, A
Castro, EMMM
机构
[1] Univ Fed Fluminense, Dept Comp Sci, BR-24210240 Niteroi, RJ, Brazil
[2] Univ Fed Fluminense, Dept Elect Engn, BR-24210240 Niteroi, RJ, Brazil
关键词
image mining; image content; colour space; colour similarity;
D O I
10.1016/S0957-4174(02)00073-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image mining presents special characteristics due to the richness of the data that an image can show. Effective evaluation of the results of image mining by content requires that the user point of view (of likeness) is used on the performance parameters. Comparison among different mining by similarity systems is particularly challenging owing to the great variety of methods implemented to represent resemblance and the dependence that the results present of the used image set. Other obstacle is the lag of parameters for comparing experimental performance. In this paper we propose an evaluation framework for comparing the influence of the distance function on image mining by colour. Experiments with colour similarity mining by quantisation on colour space and measures of likeness between a sample and the image results have been carried out to illustrate the proposed scheme. Important aspects of this type of mining are also described. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:377 / 383
页数:7
相关论文
共 27 条
[1]   The Virage image search engine: An open framework for image management [J].
Bach, JR ;
Fuller, C ;
Gupta, A ;
Hampapur, A ;
Horowitz, B ;
Humphrey, R ;
Jain, R ;
Shu, CF .
STORAGE AND RETRIEVAL FOR STILL IMAGE AND VIDEO DATABASES IV, 1996, 2670 :76-87
[2]   A SOFTWARE SYSTEM EVALUATION FRAMEWORK [J].
BOLOIX, G ;
ROBILLARD, PN .
COMPUTER, 1995, 28 (12) :17-+
[3]   Visual information retrieval from large distributed online repositories [J].
Chang, SF ;
Smith, JR ;
Beigi, M ;
Benitez, A .
COMMUNICATIONS OF THE ACM, 1997, 40 (12) :63-71
[4]  
CHANG SF, 1997, P ACM MULT SEATTL
[5]   Visual image retrieval by elastic matching of user sketches [J].
DelBimbo, A ;
Pala, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (02) :121-132
[6]  
DELBIMBO A, 1999, VISUAL INFORMATION R
[7]  
FLICKNER M, 1995, IEEE COMPUT, V9, P29
[8]   Color-based object recognition [J].
Gevers, T ;
Smeulders, AWM .
PATTERN RECOGNITION, 1999, 32 (03) :453-464
[9]   Managing multimedia - Information in database systems [J].
Grosky, WI .
COMMUNICATIONS OF THE ACM, 1997, 40 (12) :72-80
[10]   CONTENT-BASED IMAGE RETRIEVAL-SYSTEMS [J].
GUDIVADA, VN ;
RAGHAVAN, VV .
COMPUTER, 1995, 28 (09) :18-22