Multimedia Information Retrieval and Management

by ; ;
Format: Hardcover
Pub. Date: 2003-05-01
Publisher(s): Springer Verlag
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Summary

This comprehensive book offers a full picture of the cutting edge technologies in the area of "Multimedia Retrieval and Management". It addresses graduate students and scientists in electrical engineering and in computer science as well as system designers, engineers, programmers and other technical managers in the IT industries. The book provides a complete set of theories and technologies necessary for a profound introduction to the field. It includes multimedia low-level feature extraction and high-level semantic description in addition to multimedia authentication and watermarking, and the most up-to-date MPEG-7 standard. A broad range of practical applications is covered, e.g., digital libraries, medical images, biometrics, human palm-print and face-for-security, living plants data management and video-on-demand service.

Table of Contents

Part I: Technological Fundamentals
Fundamentals of content-based image retrieval
1(26)
Dr. Fuhui Long
Dr. Hongjiang Zhang
Prof. David Dagan Feng
Introduction
Image Content Descriptors
Similarity Measures and Indexing Schemes
User Interaction
Performance Evaluation
Conclusion
Content-based video analysis, retrieval and browsing
27(30)
Dr. Hongjiang Zhang
Introduction
Video Structure Analysis
Video Content Representation
Video Abstraction and Summarization
Content-based Video Retrieval and Browsing
Conclusion
Relevance feedback in content-based image retrieval
57(18)
Dr. Hongjiang Zhang
Introduction
Relevance Feedback Algorithms
An Integrated Relevance Feedback Framework
Conclusion
Video analysis and summarization at structural and semantic levels
75(20)
Dr. Hari Sundaram
Prof. Shih-Fu Chang
Introduction
Scene analysis
Event analysis
Video Summarization
Conclusion
Content-based retrieval for digital audio and music
95(26)
Dr. Changsheng Xu
Prof. David Dagan Feng
Dr. Qi Tian
Introduction
Audio Feature Extraction
Generic Audio Classification and Retrieval
Music Content Analysis
Content-based Music Retrieval
Case Study
Conclusion
MPEG-7 Multimedia Content Description Standard
121(27)
Dr. John Smith
Introduction
Context and Applications
MPEG-7 Constructs
MPEG-7 Conceptual Model
MPEG-7 Description Definition Language
MPEG-7 Multimedia Description Schemes
MPEG-7 Audio Description Tools
MPEG-7 Visual Description Tools
Beyond MPEG-7
Multimedia authentication and watermaking
148(30)
Dr. Bin B. Zhu
Dr. Mitchell D. Swanson
Introduction
The multimedia authentication paradigm
Multimedia authentication schemes
Conclusion and future directions
Indexing and retrieving high dimensional visual features
178(26)
Dr. Jesse S. Jin
Introduction
The R-Tree Family
The CSS+-Tree
Handling Varying Distance Metrics
Dimension Reduction
Conclusion
A semantic data modeling mechanism for a multimedia database
204(22)
Dr. Qing Li
Prof. Yueting Zhuang
Introduction
Semantic and Multimedia Data Modeling Techniques
Media View: A Semantic Modeling Mechanism
Applications of MediaView
Conclusion
Feature-based retrieval in visual database systems
226(20)
Prof. Aidong Zhang
Dr. Ramazan S. Aygun
Prof. Yuqing Song
Introduction
Visual Database System Design
Metadata Hierarchy
Querying on Heterogeneous Features
Conclusion
Part II: Applications
Digital library
246(19)
Dr. Michael S. Brown
Digital Library Defined
Digital Library Initiative (Phase I)
DLI Projects
DLI-Phase 2
Conclusion
Scalable storage for digital libraries
265(24)
Prof. Edward A. Fox
Dr. Paul Mather
Introduction
Motivation
Subject Areas
Local File Systems
Workload Studies
Local File System Performance Issues
Disk Arrays
Networked Storage
Conclusion
Object repositories for digital libraries
289(18)
Prof. Edward A. Fox
Dr. Paul Mather
Introduction
Digital Objects vs. Files
Naming and Location
Redundant Encoding for Reliability
Metadata
Digital Object Repositories
Conclusion
Information discovery on the world-wide-web
307(19)
Dr. Ben Kao
Dr. David Cheung
Introduction
Web-structure Mining
Web-log Mining
Conclusion
Cooperative multimedia information systems
326(20)
Dr. Schahram Dustdar
Introduction
Review of Cooperative Multimedia Information Systems
Architectural examples
Management Issues
Conclusion
PACS, image management and imaging informatics
346(20)
Prof. H. K. Huang
Picture Archiving and Communication System (PACS)
Image Data Communication and Management
Imaging Informatics
Summary
Conclusion
Content-based retrieval for medical data
366(19)
Dr. Tom Weidong Cai
Prof. David Dagan Feng
Dr. Roger Fulton
Introduction
Content-based Retrieval of One-dimensional Medical Data
Content-based Retrieval of Two-dimensional Medical Data
Content-based Retrieval of Three-dimensional Medical Data
Content-based Retrieval of Four-dimensional Medical Data
Conclusion
Biometrics feature retrieval using palmprint images
385(20)
Dr. David Zhang
Dr. Jane You
Introduction
Dynamic Feature Selection
Fractional Discrimination Function
Hierarchical Palmprint Matching
Experiment Results
Conclusion
Search of human faces from a face database
405(27)
Dr. Kin-Man Lam
Human Face Recognition: Overview and Challenges
Eigenface
Human Face Detection in a Complex Background
Facial Feature Detection and Extraction
Searching Human Faces From a Face Database
Conclusion
Data management for live plant identification
432(26)
Dr. Zheru Chi
Introduction
Botanists' Approaches for Plant Identification
Plant Identification and Plant Data Management Systems
Plant Image Processing and Feature Extraction
Leaf and Flower Image Retrieval
Conclusion
Fast startup and interactive retrievals of broadcast videos
458
Dr. Jimmy To
Dr. C. K. Li
Introduction
The Generic Broadcasting Schemes
Prefetching Modes - Aggressive vs. Just-in-Time
Fast-Forward and Skip-Forward
Pause-Resume, Rewind and Backward Repositioning
Conclusion

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