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基于HOG-LBP算法的铁路路基识别

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摘要 随着铁路运输的快速发展,对不断扩张的铁路进行维护越来越需要一种不依赖人工、安全、可靠的新技术。铁路路基的识别对后续轨道的识别、枕木的识别、扣件的识别有着不可或缺的影响。针对铁路路基的纹理和形状特征,结合了LBP纹理特征和HOG形状特征采用了HOG-LBP算法,用于检测铁路路基。通过实验证明,在自采集的视频图像中,采用SVM训练,路基的识别率达到96.3%,这对后续的扣件识别,枕木识别,轨道识别提供了良好的基础。
出处 《信息通信》 2016年第8期13-14,共2页 Information & Communications
基金 国家自然科学基金资助项目(No.61261013) 云南省教育厅科学研究基金项目(No.2013J014)
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  • 1Sun Zehang, Bebis G, Miller R. On-road Vehicle Detection:A Review[J]. Pattern Analysis and Machine Intelligence,2006,28(5):694-711. 被引量:1
  • 2Wang R C C,Lien J J J. Automatic Vehicle Detection Using Local Features———A Statistical Approach [J]. IEEE Transactions on Intelligent Transportation Systems,2008,9(1):83-96. 被引量:1
  • 3Zhang Weiwei, Sun Jian, Tang Xiaoou. Cat Head Detection———How to Effectively Exploit Shape and Texture Features [C]/ / Proc. of the 10th European Conference on Computer Vision. Marseille, France: [s. n.],2008:802-816. 被引量:1
  • 4Corvee E, Bremond F. Haar Like and LBP Based Features for Face,Head and People Detection in Video Sequences [C]/ / Proc. of International Workshop on Behaviour Analysis and Video Understanding. [S. l.]: IEEE Press,2011. 被引量:1
  • 5Chunmei Q, Patrick D. Automatic Nesting Seabird Detection Based on Boosted HOG-LBP Descriptors [C]/ / Proc. of IEEE International Conference on Image Processing. [S. l.]:IEEE Press,1999:3577-3580. 被引量:1
  • 6Wang Xiaoyu,Han T X. An HOG-LBP Human Detector with Partial Occlusion Handling[C]/ / Proc. of the 12th IEEE International Conference on Computer Vision. [S. l.]:IEEE Press,2009:32-39. 被引量:1
  • 7Cortes C, Vapnik V. Support-vector Networks [J]. Machine Learning,1995,20(3):273-297. 被引量:1
  • 8Dalal N,Triggs B. Histograms of Oriented Gradients for Human Detection [C]/ / Proc. of International Conference on Computer Vision & Pattern Recognition. Montbonnot,France:[s. n.],2005:886-893. 被引量:1
  • 9Ahonen T, Hadid A, Pietikainen M. Face Description with Local Binary Patterns: Application to Face Recognition [J]. Pattern Analysis and Machine Intelligence,2006,28(12):2037-2041. 被引量:1
  • 10Jolliffe I. Principal Component Analysis[M]. [S. l.]: Wiley Online Library,2005. 被引量:1

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