Interactive video surveillance as an edge service / by Seyed Yahya Nikouei and Yu Chen.

Format:

Book

Author/Creator:

Nikouei, Seyed Yahya, author.

Chen, Yu, author.

Contributor:

Society of Photo-Optical Instrumentation Engineers, publisher.

Series:

SPIE digital library

SPIE spotlight ; SL72.

SPIE spotlight ; SL72

Language:

English

Subjects (All):

Video surveillance.

Electronic surveillance.

Internet of things--Security measures.

Internet of things.

Genre:

Electronic books.

Physical Description:

1 online resource (59 pages) : illustrations.

Place of Publication:

Bellingham, Washington : SPIE, 2024.

System Details:

Mode of access: World Wide Web.

Summary:

"The safety of the community is a vital issue as the crime rate is reaching 50 per 100,000 people in the United States. The surveillance communities are looking into new ways to protect members and possibly help with the reduction in the numbers. Today, surveillance video analysis mostly relies on teams of specially trained officers manually watching thousands of hours of video captured in real-time surveilled locations, while looking into historical records in case of an incident in locations with lower priority. Starting with the background and fundamentals of state-of-the-art video surveillance for public safety in the era of Smart Cities, this Spotlight Series book highlights the rationale, principle, and case study of interactive video surveillance as an edge service based on unsupervised feature queries. We demonstrate the use of readily accessible IoT hardware and showcase how compact computing units can efficiently execute deep learning models for near real-time to real-time performance in object detection and behavior classification tasks."-- Provided by publisher.

Contents:

Preface

1 Introduction

1.1 Migration from cloud to edge

1.2 Key components

2 Video Surveillance for Public Safety: An Overview

2.1 Human detection at the edge

2.2 Object tracking at the edge

2.3 Behavior recognition

3 Interactive Surveillance

3.1 Rationales and design principles

3.2 Enabling technologies

3.3 Object tracking

3.4 Fuzzy mathematics

4 Loitering Detection: A Case Study

4.1 System overview

4.2 Key design tradeoffs

4.3 Implementation

4.4 Performance and evaluation

4.5 Limitations and open issues

5 Conclusions and Future Opportunities

References

Notes:

Includes bibliographical references.

Title from PDF title page (SPIE eBooks Website, viewed 2024-03-14)

ISBN:

9781510668492

OCLC:

1426875759

Access Restriction:

Restricted for use by site license.