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
  • [31] GPU-accelerated connectome discovery at scale
    Sreenivasan, Varsha
    Kumar, Sawan
    Pestilli, Franco
    Talukdar, Partha
    Sridharan, Devarajan
    NATURE COMPUTATIONAL SCIENCE, 2022, 2 (05): : 298 - +
  • [32] Parallelizing Epistasis Detection in GWAS on FPGA and GPU-Accelerated Computing Systems
    Gonzalez-Dominguez, Jorge
    Wienbrandt, Lars
    Kaessens, Jan Christian
    Ellinghaus, David
    Schimmler, Manfred
    Schmidt, Bertil
    IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2015, 12 (05) : 982 - 994
  • [33] Consistently GPU-Accelerated Graph Visualization
    Panagiotidis, Alexandros
    Reina, Guido
    Burch, Michael
    Pfannkuch, Tilo
    Ertl, Thomas
    8TH INTERNATIONAL SYMPOSIUM ON VISUAL INFORMATION COMMUNICATION AND INTERACTION (VINCI 2015), 2015, : 35 - 41
  • [34] GPU-accelerated computation of electron transfer
    Hoefinger, Siegfried
    Acocella, Angela
    Pop, Sergiu C.
    Narumi, Tetsu
    Yasuoka, Kenji
    Beu, Titus
    Zerbetto, Francesco
    JOURNAL OF COMPUTATIONAL CHEMISTRY, 2012, 33 (29) : 2351 - 2356
  • [35] GPU-Accelerated Algorithm for Polygon Reconstruction
    Ji, Ruian
    Niu, Zhirui
    Chen, Lan
    APPLIED SCIENCES-BASEL, 2025, 15 (03):
  • [36] GPU-accelerated and pipelined methylation calling
    Feng, Yilin
    Akbulut, Gulsum Gudukbay
    Tang, Xulong
    Gunasekaran, Jashwant Raj
    Rahman, Amatur
    Medvedev, Paul
    Kandemir, Mahmut
    BIOINFORMATICS ADVANCES, 2022, 2 (01):
  • [37] GPU-accelerated molecular mechanics computations
    Anthopoulos, Athanasios
    Grimstead, Ian
    Brancale, Andrea
    JOURNAL OF COMPUTATIONAL CHEMISTRY, 2013, 34 (26) : 2249 - 2260
  • [38] GPU-accelerated boundary element method for Burton-Miller equation in acoustics
    Huang, Shuo
    Xiao, Jinyou
    Hu, Yucai
    Wang, Tao
    Jisuan Wuli/Chinese Journal of Computational Physics, 2011, 28 (04): : 481 - 487
  • [39] A GPU-Accelerated Barycentric Lagrange Treecode
    Vaughn, Nathan
    Wilson, Leighton
    Krasny, Robert
    2020 IEEE 34TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW 2020), 2020, : 701 - 710
  • [40] A GPU-accelerated image reduction pipeline
    Niwano, Masafumi
    Murata, Katsuhiro L.
    Adachi, Ryo
    Wang, Sili
    Tachibana, Yutaro
    Yatsu, Yoichi
    Kawai, Nobuyuki
    Shimokawabe, Takashi
    Itoh, Ryosuke
    PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF JAPAN, 2021, 73 (01) : 14 - 24