A Unified Framework for Video Summarization, Browsing & Retrieval : with Applications to Consumer and Surveillance Video.
Title:
A Unified Framework for Video Summarization, Browsing & Retrieval : with Applications to Consumer and Surveillance Video.
Author:
Xiong, Ziyou.
ISBN:
9780080481531
Personal Author:
Edition:
1st ed.
Physical Description:
1 online resource (291 pages)
Contents:
Front Cover -- A UNIFIED FRAMEWORK FOR VIDEO SUMMARIZATION, BROWSING, AND RETRIEVAL -- Copyright Page -- Contents -- List of Figures -- List of Tables -- Preface -- Acknowledgments -- Chapter 1. Introduction -- 1.1 Introduction -- 1.2 Terminology -- 1.3 Video Analysis -- 1.4 Video Representation -- 1.5 Video Browsing and Retrieval -- 1.6 The Rest of the Book -- Chapter 2. Video Table-of-Content Generation -- 2.1 Introduction -- 2.2 Related Work -- 2.3 The Proposed Approach -- 2.4 Determination of the Parameters -- 2.5 Experimental Results -- 2.6 Conclusions -- Chapter 3. Highlights Extraction from Unscripted Video -- 3.1 Introduction -- 3.2 Audio Marker Recognition -- 3.3 Visual Marker Detection -- 3.4 Finer-Resolution Highlights Extraction -- 3.5 Conclusions -- Chapter 4. Video Structure Discovery Using Unsupervised Learning -- 4.1 Motivation and Related Work -- 4.2 Proposed Inlier/Outlier-Based Representation for "Unscripted" Multimedia Using Audio Analysis -- 4.3 Feature Extraction and the Audio Classification Framework -- 4.4 Proposed Time Series Analysis Framework -- 4.5 Ranking Outliers for Summarization -- 4.6 Application to Consumer Video Browsing -- 4.7 Systematic Acquisition of Key Audio Classes -- 4.8 Possibilities for Future Research -- Chapter 5. Video Indexing -- 5.1 Introduction -- 5.2 Indexing with Low-Level Features: Motion -- 5.3 Indexing with Low-Level Features: Color -- 5.4 Indexing with Low-Level Features: Texture -- 5.5 Indexing with Low-Level Features: Shape -- 5.6 Indexing with Low-Level Features: Audio -- 5.7 Indexing with User Feedback -- 5.8 Indexing Using Concepts -- 5.9 Discussion and Conclusions -- Chapter 6. A Unified Framework for Video Summarization, Browsing, and Retrieval -- 6.1 Video Browsing -- 6.2 Video Highlights Extraction -- 6.3 Video Retrieval.
6.4 A Unified Framework for Summarization, Browsing, and Retrieval -- 6.5 Conclusions and Promising Research Directions -- Chapter 7. Applications -- 7.1 Introduction -- 7.2 Consumer Video Applications -- 7.3 Image/Video Database Management -- 7.4 Surveillance -- 7.5 Challenges of Current Applications -- 7.6 Conclusions -- Chapter 8. Conclusions -- Bibliography -- About the Authors -- Index.
Abstract:
Large volumes of video content can only be easily accessed by the use of rapid browsing and retrieval techniques. Constructing a video table of contents (ToC) and video highlights to enable end users to sift through all this data and find what they want, when they want are essential. This reference puts forth a unified framework to integrate these functions supporting efficient browsing and retrieval of video content. The authors have developed a cohesive way to create a video table of contents, video highlights, and video indices that serve to streamline the use of applications in consumer and surveillance video applications. The authors discuss the generation of table of contents, extraction of highlights, different techniques for audio and video marker recognition, and indexing with low-level features such as color, texture, and shape. Current applications including this summarization and browsing technology are also reviewed. Applications such as event detection in elevator surveillance, highlight extraction from sports video, and image and video database management are considered within the proposed framework. This book presents the latest in research and readers will find their search for knowledge completely satisfied by the breadth of the information covered in this volume. * Offers the latest in cutting edge research and applications in surveillance and consumer video * Presentation of a novel unified framework aimed at successfully sifting through the abundance of footage gathered daily at shopping malls, airports, and other commercial facilities * Concisely written by leading contributors in the signal processing industry with step-by-step instruction in building video ToC and indices.
Local Note:
Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2017. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
Genre:
Electronic Access:
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