Interactive access to large image collections using similarity-based visualization

被引:62
|
作者
Nguyen, G. P. [1 ]
Worring, M. [1 ]
机构
[1] Univ Amsterdam, Intelligent Syst Lab Amsterdam, NL-1098 SJ Amsterdam, Netherlands
来源
关键词
content-based image retrieval; similarity-based visualization; interaction;
D O I
10.1016/j.jvlc.2006.09.002
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Image collections are getting larger and larger. To access those collections, systems for managing, searching, and browsing are necessary. Visualization plays an essential role in such systems. Existing visualization systems do not analyze all the problems occurring when dealing with large visual collections. In this paper, we make these problems explicit. From there, we establish three general requirements: overview, visibility, and structure preservation. Solutions for each requirement are proposed, as well as functions balancing the different requirements. We present an optimal visualization scheme, supporting users in interacting with large image collections. Experimental results with a collection of 10,000 Corel images, using simulated user actions, show that the proposed scheme significantly improves performance for a given task compared to the 2D grid-based visualizations commonly used in content-based image retrieval. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:203 / 224
页数:22
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