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
  • [1] GPU-Accelerated Gaussian Processes for Object Detection
    Blair, Calum
    Thompson, John
    Robertson, Neil M.
    2015 SENSOR SIGNAL PROCESSING FOR DEFENCE (SSPD), 2015, : 16 - 20
  • [2] GPU-Accelerated Microdosimetry
    Decunha, J.
    Mohan, R.
    MEDICAL PHYSICS, 2022, 49 (06) : E467 - E468
  • [3] GPU-accelerated CellProfiler
    Chakroun, Imen
    Michiels, Nick
    Wuyts, Roel
    PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2018, : 321 - 326
  • [4] A GPU-accelerated adaptive mesh refinement for immersed boundary methods
    Ji, Hua
    Lien, Fue-Sang
    Zhang, Fan
    COMPUTERS & FLUIDS, 2015, 118 : 131 - 147
  • [5] GPU-accelerated Outlier Detection for Continuous Data Streams
    HewaNadungodage, Chandima
    Xia, Yuni
    Lee, John Jaehwan
    2016 IEEE 30TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM (IPDPS 2016), 2016, : 1133 - 1142
  • [6] GPU-Accelerated Apriori Algorithm
    Jiang, Hao
    Xu, Chen-Wei
    Liu, Zhi-Yong
    Yu, Li-Yan
    4TH ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA 2017), 2017, 12
  • [7] GPU-Accelerated Photonic Simulations
    Flexcompute, Watertown
    MA, United States
    不详
    WI, United States
    不详
    不详
    CA, United States
    Opt. Photonics News, 2024, (44-50):
  • [8] GPU-Accelerated Feature Tracking
    Graves, Alexander
    PROCEEDINGS OF THE 2016 IEEE NATIONAL AEROSPACE AND ELECTRONICS CONFERENCE (NAECON) AND OHIO INNOVATION SUMMIT (OIS), 2016, : 422 - 429
  • [9] GPU-accelerated Montgomery exponentiation
    Fleissner, Sebastian
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 1, PROCEEDINGS, 2007, 4487 : 213 - 220
  • [10] A GPU-accelerated sharp interface immersed boundary method for versatile geometries
    Raj, Apurva
    Khan, Piru Mohan
    Alam, Md. Irshad
    Prakash, Akshay
    Roy, Somnath
    JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 478