Intelligent analysis is the development direction of the research for Geo-Video. The key is how to extract automatically the implicit spatial-temporal correlation between in the various targets. For this purpose, this paper presents a dynamic graphs framework to simulate the complex moving target’s behavior patterns in Geo-Video and uses this model to detect abnormal events. Firstly, compute the moving target’s orientation matrix by Optic Flows and use the window clustering algorithm to classify different targets; and then, creating a dynamic graph whose vertex is the cluster center and the weight of edge is the Euclidean distances between two centers; finally, simulate different targets by defining the evolution rule of dynamic graphs in specific geographical scene. Experiments show that the proposed method can directly express the moving target’s behavior patterns and detect abnormal events in Geo-Video. In addition, this proposed method provides a new way of thinking about the intelligent analysis for Geo-Video.
목차
Abstract 1. Introduction 2. Related Works 2.1. Target Behavior Analysis 2.2. Abnormal Detection 3. Preprocessing 3.1. Correction in the x Direction 3.2. Correction in the y Direction 4. Targets Clustering based on Directions 4.1. Calculate Speed Matrix 4.2. Calculate Orientation Matrix 4.3. Direction classification 4.4. Window-based Clustering 5. Generate Dynamic Graph 5.1. Vertex 5.2. Edge 5.3. Evolution Rules 6. Experiment and Analysis 6.1. Use Dynamic Graph Method to Detect Anomalies 6.2. Experimental Comparison 7. Conclusions References
보안공학연구지원센터(IJAST) [Science & Engineering Research Support Center, Republic of Korea(IJAST)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Advanced Science and Technology
간기
월간
pISSN
2005-4238
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Advanced Science and Technology Vol.85