SURF알고리듬에서의 고속 특징점 검출 방식
A Fast Interest Point Detection Method in SURF Algorithm
1
조회
0
다운로드
2
인용
0
참고문헌
키워드
초록
In this paper, we propose a fast interest point detection method using SURF algorithm. Since the SURF algorithm needs a great computations to detect the interest points and obtain the corresponding descriptors, it is not suitable for real-time based applications. In order to overcome this problem, the interest point detection step is parallelized by OpenMP and SIMD based on analysis of the scale space representation process and localization one in the step. The simulation results demonstrate that processing speed is enhanced about 55% by applying the proposed method.
Abstract
In this paper, we propose a fast interest point detection method using SURF algorithm. Since the SURF algorithm needs a great computations to detect the interest points and obtain the corresponding descriptors, it is not suitable for real-time based applications. In order to overcome this problem, the interest point detection step is parallelized by OpenMP and SIMD based on analysis of the scale space representation process and localization one in the step. The simulation results demonstrate that processing speed is enhanced about 55% by applying the proposed method.
참고문헌 (14)
- 김용민, "JPEG 인코더를 위한 고성능 병렬 프로세서 하드웨어 설계 및 검증", 대한임베디드공학회논문지, 6(2), pp.100~107 (2011), 대한임베디드공학회
- 이영호, "ePRO-OMP: OpenMP 응용 프로그램의 성능 및 에너지 분석 도구", 대한임베디드공학회논문지, 6(5), pp.287~293 (2011), 대한임베디드공학회
- D. G. Lowe, "Distinctive Image Features from Scale – Invariant Keypoints", International Journal of Computer Vision, 60(2), pp.91~110 (2004)
- H. Bay, "Speeded-Up Robust Features(SURF)", Computer Vision and Image Understanding, 110(3), pp.346~359 (2008)
- 나은수, "SURF 기반 특징점 추출 및 서술자 생성의 FPGA 구현", 멀티미디어학회논문지, 16(4), pp.483~492 (2013), 한국멀티미디어학회[DOI]
- 도용식, "객체 추적을 위한 SURF 기반 특이점 추출 및 서술자 생성의 하드웨어 설계", 전자공학회논문지, 50(5), pp.83~93 (2013), 대한전자공학회
- J. Svab, "FPGA based Speeded Up Robust Features", Proceedings of IEEE International Conference on Technologies for Practical Robot Applications, pp.35~41 (2009)
- T. Sledevic, "SURF Algorithm Implementation on FPGA", Proceedings of the 13th Biennial Baltic Electronics Conference, pp.291~294 (2012)
- J.C. Kim, "Development of Fast Feature Detector Using Parallel Processing", Proceedings of Control, Automation, and Systems Symposium, pp.613~618 (2008)
- 김준철, "CPU와 GPU의 병렬 처리를 이용한 고속 물체 인식 알고리즘 구현", 제어.로봇.시스템학회 논문지, 15(5), pp.488~495 (2009), 제어·로봇·시스템학회
- Y.H. Jung, "SIMD Parallel Programming" (2012), FREELEC
- Y.H. Jung, "OpenMP Parallel Programming" (2011), FREELEC
- D. B. Kirk, "Programming Massively Parallel Processors: A Handon-Approach" (2010), NVIDIA
- "OpenSURP Library"[URL]
