计算机科学 ›› 2014, Vol. 41 ›› Issue (7): 157-161.doi: 10.11896/j.issn.1002-137X.2014.07.032

• 网络与通信 • 上一篇    下一篇

基于GPU的图片特征提取与检测

徐晶,曾苗祥,许炜   

  1. 华中科技大学电子与信息工程系湖北省智能互联网技术重点实验室 武汉430074;华中科技大学电子与信息工程系湖北省智能互联网技术重点实验室 武汉430074;华中科技大学电子与信息工程系湖北省智能互联网技术重点实验室 武汉430074
  • 出版日期:2018-11-14 发布日期:2018-11-14
  • 基金资助:
    本文受“十二五”国家科技支撑计划课题(2011BAK08B02)资助

GPU Based Image Feature Extraction and Detection

XU Jing,ZENG Miao-xiang and XU Wei   

  • Online:2018-11-14 Published:2018-11-14

摘要: 针对目前高速网络中图像数目多、分辨率大、普通PC机上的检测方法对图片检测达不到实时性的问题,提出了一种基于GPU的快速图片检测方案。该方案分别采用 SURF(Speed-Up Robust Features,加速鲁棒特征)算法和SVM(Support Vector Machine,支持向量机)算法对图像进行特征提取和特征分类,并利用GPU浮点运算的并行性来优化系统。最后实验证实,相对于普通PC机上实现的方案,使用GPU的检测速度提升5到9倍。

关键词: 加速鲁棒特征,支持向量机,GPU 中图法分类号TP391.4文献标识码A

Abstract: As the performance of image detection method in the normal PC is not satisfactory nowadays because of the huge amount of high resolution image transmitting in current high-speed network,this paper presented a GPU-based solution for image extraction detection.We obtained feature extraction by using SURF(Speed Up Robust Features) algorithm and classified image features based on SVM(Support Vector Machine) algorithm.Furthermore,we utilized the parallelism of GPU float point arithmetic to optimize the system.As a result,the performance of GPU-based system achieves 5to 9times faster than the CPU-based system.

Key words: Speed up robust feature,Support vector machine,GPU

[1] Gang Zhao,Wang Shu-hui,Wang Tai,et al.HSV Color Space and Face Detection Based Objectionable Image Detecting[C]∥IEEE FGCNS’08.2008:107-110
[2] Kelly W,Donnellan A,Molloy D.Screening for Objectionable Images:A Review of Skin Detection Techniques[C]∥IEEE IMVIP.2008:151-158
[3] Bay H,Ess A,Tuytelaars T,et al.SURF:Speed Up Robust Features[C]∥IEEE 2008.2008:346-359
[4] Chapelle O,Haffner P,Vapnik V N.Support vector machines for histogram-based image classification[J].IEEE Transactions on Neural Networks,1999,10(5):1055-1064
[5] Balatsos A,Aleksic M.A bridge for a multiprocessor graphic system[C]∥IEEE CCECE 2002.2002:646-650
[6] 林晓帆,林立文,邓涛.基于SURF描述子的遥感影像配准[J].计算机工程,2010,6(12):216-218
[7] 王志国,王贵锦,施陈博.积分图像的快速GPU计算[J].计算机应用研究,2011(10):3913-3916

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