GPU-Accelerated Abrupt Shot Boundary Detection

被引:0
|
作者
Zheng, Youxian [1 ]
Zhang, Yuan [1 ]
机构
[1] Commun Univ China, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Abrupt Shot Boundary Detection; CUDA; Block HSV histogram; SURF; SVM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The detection of abrupt shot boundary is a fundamental task of video analytics and content-based video retrieval. The traditional methods tend to take much time in frame processing. In this paper, a GPU-accelerated abrupt shot boundary detection algorithm is proposed. This algorithm takes into account of both global feature and local feature of the video frames, in which the block HSV histograms and SURF are accelerated on GPU. We also adopt the GPU-accelerated Support Vector Machine (SVM) to identify the abrupt transitions. With the combination of global and local features, the algorithm is more robust against the abrupt camera/object motion and flash lights. Meanwhile, with the GPU acceleration, the proposed method achieves high speed with high accuracy as well.
引用
收藏
页码:141 / 145
页数:5
相关论文
共 50 条
  • [41] A GPU-accelerated viewer for HEALPix maps
    Frolov, A., V
    ASTRONOMY AND COMPUTING, 2023, 45
  • [42] Porting WarpX to GPU-accelerated platforms
    Myers, A.
    Almgren, A.
    Amorim, L. D.
    Bell, J.
    Fedeli, L.
    Ge, L.
    Gott, K.
    Grote, D. P.
    Hogan, M.
    Huebl, A.
    Jambunathan, R.
    Lehe, R.
    Ng, C.
    Rowan, M.
    Shapoval, O.
    Thevenet, M.
    Vay, J-L
    Vincenti, H.
    Yang, E.
    Zaim, N.
    Zhang, W.
    Zhao, Y.
    Zoni, E.
    PARALLEL COMPUTING, 2021, 108
  • [43] Practical considerations for GPU-accelerated CT
    Mueller, Klaus
    Xu, Fang
    2006 3RD IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1-3, 2006, : 1184 - +
  • [44] GPU-accelerated transportation simplex algorithm
    Mahajan, Mohit
    Nagi, Rakesh
    Journal of Parallel and Distributed Computing, 2024, 184
  • [45] GPU-accelerated transportation simplex algorithm
    Mahajan, Mohit
    Nagi, Rakesh
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2024, 184
  • [46] GAMER: GPU-Accelerated Maze Routing
    Lin, Shiju
    Liu, Jinwei
    Young, Evangeline F. Y.
    Wong, Martin D. F.
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 42 (02) : 583 - 593
  • [47] GPU-accelerated adjoint algorithmic differentiation
    Gremse, Felix
    Hoefter, Andreas
    Razik, Lukas
    Kiessling, Fabian
    Naumann, Uwe
    COMPUTER PHYSICS COMMUNICATIONS, 2016, 200 : 300 - 311
  • [48] GPU-accelerated DEM implementation with CUDA
    Qi, Ji
    Li, Kuan-Ching
    Jiang, Hai
    Zhou, Qingguo
    Yang, Lei
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2015, 11 (03) : 330 - 337
  • [49] Benchmarking GPU-Accelerated Edge Devices
    Jo, Jongmin
    Jeong, Sucheol
    Kang, Pilsung
    2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP 2020), 2020, : 117 - 120
  • [50] Exploring GPU-Accelerated Routing for FPGAs
    Shen, Minghua
    Luo, Guojie
    Xiao, Nong
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2019, 30 (06) : 1331 - 1345