The most important step for successful video processing in computer vision is its stabilization. Often, it is required to process high resolution video in a real-time. In this paper, a new method for a real-time digital image stabilization in a video stream is presented. This method preserves the intended camera motion and exploits computing power of GPGPU by utilizing CUDA programing interface. In order to reduce required computation power, local search windows are used for the correspondence search of consecutive video frames. These windows are further processed using Local Binary Patterns, which enables fast correlation using bitwise XOR. The experiments on video sequences from both car-mounted and hand-held camera have demonstrated the effectiveness of this method. The speed of stabilization designates this method for video preprocessing in real-time applications.
목차
Abstract 1. Introduction 2. GPGPU Acceleration 2.1. CUDA Framework 3. Proposed Method for GPGPU Video Stabilization 3.1. Areas of Concern Selection 3.2. Areas of Concern Processing 3.3. Local Motion Estimation 3.4. Global Motion Estimation and Filtering 3.5. Motion compensation 4. Experiments 5. Conclusions Acknowledgments References
키워드
Digital Image StabilizationCUDAReal-time Video Stabilization
저자
David Pacura [ Brno University of Technology, Faculty of Information Technology, Bozetechova 2, 612 66, Brno, Czech Republic ]
Martin Drahansky [ Brno University of Technology, Faculty of Information Technology, Bozetechova 2, 612 66, Brno, Czech Republic ]
보안공학연구지원센터(IJSEIA) [Science & Engineering Research Support Center, Republic of Korea(IJSEIA)]
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 Software Engineering and Its Applications
간기
월간
pISSN
1738-9984
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Software Engineering and Its Applications Vol.10 No.6