图像特征(转)

from (视觉模式分析实验室 http://1817104713.qzone.qq.com)

MSER

Kimmel, R.  Cuiping Zhang  Bronstein, A.M.  Bronstein, M.M. , "Are MSER Features Really Interesting?," PAMI, vol. 33, no. 11, pp. 2316-2320, 2011.

 

LBP and Its' Variants

 

http://www.cse.oulu.fi/CMV/Downloads/LBPMatlab

Ojala T, Pietik?0?1inen M & M?0?1enp?0?1?0?1 T (2002) Multiresolution gray-scale and rotation invariant texture classification with Local Binary Patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(7):971-987. [] 重点看LBP特征的含义及构建过程

 

Ahonen T, Matas J, He C & Pietik?0?1inen M (2009) Rotation invariant image description with local binary pattern histogram fourier features. Proc. 16th Scandinavian Conference on Image Analysis (SCIA 2009), Oslo, Norway.

 

Face description with local binary patterns: Application to face recognition, PAMI, 2006. Cited by 587 - Related articles - BL Direct - All 24 versions [] 重点看在lbp在人脸识别中的应用。

 

http://www4.comp.polyu.edu.hk/~cslzhang/code.htm

  Z. Guo, L. Zhang and D. Zhang, “A Completed Modeling of Local Binary Pattern Operator for Texture Classification,”  IEEE Trans. on Image Processing, vol. 19, no. 6, pp. 1657-1663, June 2010.   ( paper ,  matlab  code )  (a small bug in the code is fixed) [] 重点看人家是如何扩展经典lbp的，还要关注他们是如何在经典LBP代码基础上写自己的代码的。

 

  Z. Guo, L. Zhang and D. Zhang, “Rotation Invariant Texture Classification using LBP Variance (LBPV) with Global Matching”,  Pattern Recognition,  vol. 43, no. 3, pp. 706-719, Mar. 2010.  ( paper ,  matlab  code )

 

  Lin Zhang, Lei Zhang, Zhenhua Guo and David Zhang, “ MONOGENIC-LBP: A NEW APPROACH FOR ROTATION INVARIANT TEXTURE CLASSIFICATION ,”  ICIP 2010.  ( code )

 

  Zhenhua Guo, Lei Zhang, David Zhang and Su Zhang, “ Rotation Invariant Texture Classification Using Adaptive LBP with Directional Statistical Features ,”  ICIP 2010.  ( code )

 

Antonio Fernández, Ovidiu Ghita, Elena González, Francesco Bianconi & Paul F. Whelan, "Evaluation of robustness against rotation of LBP, CCR and ILBP features in granite texture classification," Machine Vision and Applicatio, Vol. 22, Issue 6, 2011.

 

Rand features

"Texture Classi?0?3cation from Random Features," IEEE T-PAMI, 2011.

 

Brief and its variants

Brief : Binary robust independent elementary features , ECCV 2010. Source code: http://cvlab.epfl.ch/software/brief/.

Technical report on Neareast Neighbor search in Binary Spaces.

Ethan Rublee, Vincent Rabaud, Kurt Konolige, Gary Bradski, Hiroshi Ishiguro,"ORB: an efficient alternative to SIFT or SURF," ICCV 2011. PDF 

 

 

 

 

Boundary Preserving Dense Local Regions ( PDF )

Jaechul Kim (University of Texas at Austin), Kristen Grauman

 

HOG and its variants 

N. Ikizler, P. Duygulu, Histogram of oriented rectangles: a new pose descriptor for human action recognition, Image and Vision Computing, vol. 27, pp. 1515-1526, 2009. pdf  

Vijay Chandrasekhar, Gabriel Takacs, David M. Chen, Sam S. Tsai and Yuriy Reznik, et al.

, "Compressed Histogram of Gradients: A Low-Bitrate Descriptor," Online First?6?4, 14 May 2011. Download PDF (1.3 MB)