GPU Based Real-time Floating Object Detection System

被引:0
|
作者
Yang Jie [1 ]
Meng Jian-min [2 ]
机构
[1] Southwest Forestry Univ, Fac Machinery &Transportat, Kunming 650224, Yunnan, Peoples R China
[2] Patent Examinat Cooperat Ctr SIPO, Beijing 100081, Peoples R China
关键词
Object detection; GPU; Motion Estimation; Parallel Processing;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A GPU-based floating object detection scheme is presented in this paper which is designed for floating mine Detection tasks. This system uses contrast and motion information to eliminate as many false positives as possible while avoiding false negatives. The GPU computation platform is deployed to allow detecting objects in real-time. From the experimental results, it is shown that with certain configuration, the GPU-based scheme can speed up the computation up to one thousand times compared to the CPU-based scheme.
引用
收藏
页码:558 / 564
页数:7
相关论文
共 50 条
  • [21] EYOLOv3: An Efficient Real-Time Detection Model for Floating Object on River
    Zhang, Lili
    Xie, Zhiqiang
    Xu, Mengqi
    Zhang, Yi
    Wang, Gaoxu
    APPLIED SCIENCES-BASEL, 2023, 13 (04):
  • [22] TTFNeXt for real-time object detection
    Liu, Zili
    Zheng, Tu
    Xu, Guodong
    Yang, Zheng
    Liu, Haifeng
    Cai, Deng
    NEUROCOMPUTING, 2021, 433 (433) : 59 - 70
  • [23] Real-time detection of track fasteners based on object detection and FPGA
    Xiao, Tian
    Xu, Tianhua
    Wang, Guang
    MICROPROCESSORS AND MICROSYSTEMS, 2023, 100
  • [24] Real-time object detection on CUDA
    Herout, Adam
    Josth, Radovan
    Juranek, Roman
    Havel, Jiri
    Hradis, Michal
    Zemcik, Pavel
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2011, 6 (03) : 159 - 170
  • [25] GPU Based Computation of the Structural Tensor for Real-Time Figure Detection
    Bugaj, Marcin
    Cyganek, Boguslaw
    WSCG'2012, CONFERENCE PROCEEDINGS, PTS I & II, 2012, : 291 - 297
  • [26] Real-Time Object Detection and Tracking
    Naeem, Hammad
    Ahmad, Jawad
    Tayyab, Muhammad
    2013 16TH INTERNATIONAL MULTI TOPIC CONFERENCE (INMIC), 2013, : 148 - 153
  • [27] Real-time object detection on CUDA
    Adam Herout
    Radovan Jošth
    Roman Juránek
    Jiří Havel
    Michal Hradiš
    Pavel Zemčík
    Journal of Real-Time Image Processing, 2011, 6 : 159 - 170
  • [28] OBJECT ORIENTED FRAMEWORK FOR REAL-TIME IMAGE PROCESSING ON GPU
    Seiller, Nicolas
    Singhal, Nitin
    Park, In Kyu
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 4477 - 4480
  • [29] Object oriented framework for real-time image processing on GPU
    Nicolas Seiller
    Nitin Williem
    In Kyu Singhal
    Multimedia Tools and Applications, 2014, 70 : 2347 - 2368
  • [30] Object oriented framework for real-time image processing on GPU
    Seiller, Nicolas
    Williem
    Singhal, Nitin
    Park, In Kyu
    MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 70 (03) : 2347 - 2368