Intelligent Image Databases: Towards Advanced Image Retrieval

✍ Scribed by Yihong Gong (auth.)

• Publisher: Springer US
• Year: 1998
• Tongue: English
• Leaves: 143
• Series: The Springer International Series in Engineering and Computer Science 421
• Edition: 1
• Category: Library

✦ Synopsis

Intelligent Image Databases: Towards Advanced Image Retrieval addresses the image feature selection issue in developing content-based image retrieval systems. The book first discusses the four important issues in developing a complete content-based image retrieval system, and then demonstrates that image feature selection has significant impact on the remaining issues of system design. Next, it presents an in-depth literature survey on typical image features explored by contemporary content-based image retrieval systems for image matching and retrieval purposes. The goal of the survey is to determine the characteristics and the effectiveness of individual features, so as to establish guidelines for future development of content-based image retrieval systems.
Intelligent Image Databases: Towards Advanced Image Retrieval describes the Advanced Region-Based Image Retrieval System (ARBIRS) developed by the authors for color images of real-world scenes. They have selected image regions for building ARBIRS as the literature survey suggests that prominent image regions, along with their associated features, provide a higher probability for achieving a higher level content-based image retrieval system. A major challenge in building a region-based image retrieval system is that prominent regions are rather difficult to capture in an accurate and error-free condition, particularly those in images of real-world scenes. To meet this challenge, the book proposes an integrated approach to tackle the problem via feature capturing, feature indexing, and database query. Through comprehensive system evaluation, it is demonstrated how these systematically integrated efforts work effectively to accomplish advanced image retrieval.
Intelligent Image Databases: Towards Advanced Image Retrieval serves as an excellent reference and may be used as a text for advanced courses on the topic.

✦ Table of Contents

Front Matter....Pages i-xv
Introduction....Pages 1-7
Survey of Contemporary Content-Based Image Retrieval Systems....Pages 9-36
Indexing Structures for Image Databases....Pages 37-59
Building an Advanced Region-Based Image Retrieval System (ARBIRS)....Pages 61-68
The Texture Detection Subsystem....Pages 69-77
The Region-Based Subsystem....Pages 79-104
The Histogram-Based Subsystem....Pages 105-109
The Database Query Subsystem....Pages 111-120
Experimental Evaluations and Discussions....Pages 121-128
Back Matter....Pages 129-134

✦ Subjects

Multimedia Information Systems; Data Structures, Cryptology and Information Theory; Information Storage and Retrieval; Image Processing and Computer Vision