Video Surveillance Analysis as a Context for Embedded Systems and Artificial Intelligence Education

Video surveillance analysis is an exciting, active research area and an important industry application.It is a multidisciplinary field that draws on signal processing, embedded systems, and artificial intelligence topics, and is well suited to motivate student engagement in all of these areas.This paper describes the benefits of the convergence of these topics, presents a versatile video surveillance analysis process that can be used as the basis for many investigations, and presents two template exercises in tracking detected targets and in evaluating runtime efficiency.The processing chain consists of detecting changes in a scene and locating and characterizing the resulting targets.The analysis is illustrated for targets in outdoor scenes using a variety of classification features.Also, sample code for processing is included.

Authors

Publication Details

Published
2025-02-18
DOI
https://doi.org/10.18260/1-2-1153-51407
Primary Topic
Video Surveillance and Tracking Methods
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Video Surveillance Analysis as a Context for Embedded Systems and Artificial Intelligence Education

M. Ryan Bales, Steve E. Watkins
Video Surveillance and Tracking Methods
article

Video Surveillance Analysis as a Context for Embedded Systems and Artificial Intelligence Education

M. Ryan Bales, Steve E. Watkins
article en

Abstract

Video surveillance analysis is an exciting, active research area and an important industry application.It is a multidisciplinary field that draws on signal processing, embedded systems, and artificial intelligence topics, and is well suited to motivate student engagement in all of these areas.This paper describes the benefits of the convergence of these topics, presents a versatile video surveillance analysis process that can be used as the basis for many investigations, and presents two template exercises in tracking detected targets and in evaluating runtime efficiency.The processing chain consists of detecting changes in a scene and locating and characterizing the resulting targets.The analysis is illustrated for targets in outdoor scenes using a variety of classification features.Also, sample code for processing is included.

Quality Education
Openalex Percentile: Top 100%
Video Surveillance and Tracking Methods
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.