지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.13 No.4
- 발행연도
- 2024.8
- 수록면
- 414 - 424 (11page)
- DOI
- 10.5573/IEIESPC.2024.13.4.414
이용수
초록· 키워드
오류제보하기
With the rapid development of smart communities, the volume of data in the community policing security system is increasing, which poses new challenges to behavioral anomaly monitoring. This paper proposes a behavioral anomaly monitoring method based on the One-Class Support Vector Machine (OC-SVM) algorithm and the MobileNetV3 improved OpenPose model. The fundamental theories of human posture recognition and behavioral anomaly detection are first reviewed, followed by a discussion of the limitations of the traditional OpenPose model. The structure of the MobileNetV3 lightweight network and its application advantages in human posture detection are described in detail. In this study, the feature extraction process was optimized using parallel computing technology to address the shortcomings of the OpenPose model, and an efficient method for monitoring behavioral anomalies was proposed. The test results of the system on the Multiple Cameras Fall dataset showed that the proposed method achieved 86.9% and 84.3% precision and recall for fall detection, respectively, showing significantly improved detection performance compared to the traditional method. The algorithm improvement in this paper provides a new solution for police security monitoring in smart communities, ensuring the safety and wellbeing of community residents.
목차
Abstract
1. Introduction
2. Abnormal Behavior Monitoring Algorithms
3. OC-SVM based System Design
4. Results and Discussion
5. Conclusion
References
참고문헌 (29)
참고문헌 신청
Jonathan O E, Olusola A J, Bernadin T C A, et al. Impacts of crime on socio-economic development. Mediterranean Journal of Social Sciences, 2021, 12(5): 71.
Collins R T, Lipton A J, Kanade T, et al. A system for video surveillance and monitoring. VSAM final report, 2000, (1-68): 1.
Socha R, Kogut B. Urban video surveillance as a tool to improve security in public spaces. Sustainability, 2020, 12(15): 6210.
Li X, Lu R, Liang X, et al. Smart community: an internet of things application. IEEE Communications magazine, 2011, 49(11): 68-75.
Barrett B F D, DeWit A, Yarime M. Japanese smart cities and communities: Integrating technological and institutional innovation for Society 5.0. Smart Cities for Technological and Social Innovation. Academic Press, 2021: 73-94.
Collins R T, Lipton A J, Kanade T, et al. A system for video surveillance and monitoring. VSAM final report, 2000, (1-68): 1.
Socha R, Kogut B. Urban video surveillance as a tool to improve security in public spaces. Sustainability, 2020, 12(15): 6210.
Li X, Lu R, Liang X, et al. Smart community: an internet of things application. IEEE Communications magazine, 2011, 49(11): 68-75.
Barrett B F D, DeWit A, Yarime M. Japanese smart cities and communities: Integrating technological and institutional innovation for Society 5.0. Smart Cities for Technological and Social Innovation. Academic Press, 2021: 73-94.
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Detection of multi-type data anomaly for structural health monitoring using pattern recognition neural network
Smart Structures and Systems, An International Journal
2022 .01
-
Structural health monitoring data anomaly detection by transformer enhanced densely connected neural networks
Smart Structures and Systems, An International Journal
2022 .12
-
Autoencoder-based Anomaly Detection
한국통신학회 학술대회논문집
2021 .02
-
Anomaly Detection System for Semiconductor Deposition Process using Transformer
제어로봇시스템학회 국제학술대회 논문집
2024 .10
-
Anomaly detection을 이용한 프로세스 비교 분석
대한산업공학회 추계학술대회 논문집
2017 .11
-
가스 터빈 고장 진단 성능 고도화
대한기계학회 춘추학술대회
2022 .11
-
Human Trajectory Anomaly Detection in Working Sites
한국통신학회 학술대회논문집
2022 .06
-
딥러닝 기반 작업 모니터링 및 이상치 탐지 기술 개발
한국정밀공학회 학술발표대회 논문집
2023 .05
-
Anomaly Detection for Lightweight Blockchain
대한산업공학회 춘계공동학술대회 논문집
2022 .06
-
Fall Detection Algorithm for the Elderly Based on Human Characteristic Matrix and SVM
제어로봇시스템학회 국제학술대회 논문집
2015 .10
-
IoT 센서를 활용한 패턴 태깅 기술 기반 비정상 전력 데이터 탐지 방법
대한전자공학회 학술대회
2021 .06
-
단일 객체에서 관절 검출을 위한 Openpose 모델의 경량화
한국정보통신학회 종합학술대회 논문집
2023 .10
-
A Generator for Noise, Outlier, and Spike Anomalies in IoT Time-series Data
한국정보과학회 학술발표논문집
2021 .12
-
Unsupervised Learning-Based Anomaly Detection in Industrial Images Using 3D Point Clouds: A Survey
대한전자공학회 학술대회
2024 .06
-
OpenPose를 활용한 영유아 동작 저장 및 분석 시스템
한국통신학회 학술대회논문집
2020 .08
-
AI 기반 반도체 증착 공정의 이상 감지 시스템 개발
제어로봇시스템학회 논문지
2024 .11
-
Anomaly Detection Based on Error Distribution and Clustering
한국정보과학회 학술발표논문집
2019 .06
-
Openpose와 GRU 결합을 활용한 수어 단어 인식
대한전자공학회 학술대회
2022 .11
-
Towards Anomaly Detection in Virtual Reality Wireless Networks
한국통신학회 학술대회논문집
2023 .06
-
Simulation-based Anomaly Detection in Nuclear Reactors
대한산업공학회 추계학술대회 논문집
2020 .11
이 논문과 함께 이용한 논문
스마트워치 기반 COVID-19 전조 증상 탐지를 위한 이상탐지 기술의 성능 비교
조형래
,
김진현
,
한용섭
외 1명
정보과학회 컴퓨팅의 실제 논문지
2022
.07
스마트워치 기반 COVID-19 진단의 이상탐지 모델 성능 비교
조형래
,
한용섭
,
강태신
외 1명
한국정보과학회 학술발표논문집
2021
.06
Improved Accuracy of Vehicle Part Detection and Damage Classification using YOLO Algorithm
Man Zhang
,
Seung-Soo Shin
디지털콘텐츠학회논문지
2024
.05
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-151-24-02-090252863