A corner event detection method based on HMM (Hidden Markov Model) in soccer videos. Through analysis of the semantic structure of corner events, define and extract six multi- modal semantic clues to describe shot sequences, which constitute observation sequences as the HMM model input. By the iterative training of the HMM model and the continuous optimization of model parameters, construct the HMM model of corner events. From two aspects of audio and video, dig the inherent pattern of corner events and realize corner events automatic detection based on HMM accurately. The experimental results show that the present method achieves 89.6% recall and 96.3% precision, which has the better performance.
목차
Abstract 1. Introduction 2. Retrieval of Semantic Clues of Corner Kick Episodes in Football Videos 2.1. Field Rate (FR) 2.2. Player Ratio (PR) 2.3. Midfield Area (MA) 2.4. Penalty Area (PA) 2.5. Corner area (CA) 2.6. Audio Energy 3. Detection of Corner Kick Episodes in Football Videos based on HMM 3.1. Markov Chains 3.2. Training and Reasoning of HMM 4. Experimental Analysis and Results 4.1. Experiment on the Retrieval of Semantic Clues 4.2. Experiment on the Detection of Corner Kick Episodes based on HMM 5. Conclusion References
키워드
Video semantic analysisHidden Markov ModelAudio and video features
저자
Haitao Yang [ Beijing University of Technology, Beijing 100000, China ]
Jia Wang [ Beijing University of Technology, Beijing 100000, China ]
Jingmeng Sun [ Physical Education Department, Harbin Engineering University, Harbin 150000, China ]
Corresponding Author
보안공학연구지원센터(IJSIP) [Science & Engineering Research Support Center, Republic of Korea(IJSIP)]
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 Signal Processing, Image Processing and Pattern Recognition
간기
격월간
pISSN
2005-4254
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Signal Processing, Image Processing and Pattern Recognition Vol.8 No.12