BMVC11-HSSL-package
所属分类：matlab编程
开发工具：WINDOWS
文件大小：3731KB
下载次数：4
上传日期：2017-12-15 18:24:52
上 传 者：
赤焰的饕餮
说明： 计算机视觉的应用，该代码可以用来实现目标检测的应用。使用matlab语言，方便灵活，易于实现。该文件内带有对应的图片集，可以非常容易的实现代码重现过程
(The application of computer vision, the code can be used to realize the application of target detection. The use of MATLAB language, convenient and flexible, easy to implement. With the corresponding set of pictures in this file, it can be very easy to implement the code reproduction process)
文件列表:
BMVC11-HSSL-package (0, 2011-10-03)
BMVC11-HSSL-package\accuracy.mat (183, 2011-10-03)
BMVC11-HSSL-package\build_c1_layer.m (2947, 2011-10-03)
BMVC11-HSSL-package\build_c2_layer.m (2507, 2011-10-03)
BMVC11-HSSL-package\build_database.m (1396, 2011-10-03)
BMVC11-HSSL-package\build_s1_layer.m (2457, 2011-10-03)
BMVC11-HSSL-package\build_s2_layer.m (2072, 2011-10-03)
BMVC11-HSSL-package\data (0, 2010-04-11)
BMVC11-HSSL-package\dictionary (0, 2011-10-03)
BMVC11-HSSL-package\dictionary\s1_dict_Caltech2_64.mat (31700, 2011-10-03)
BMVC11-HSSL-package\dictionary\s2_dict_Caltech2_2048_pca96.mat (2274218, 2011-10-03)
BMVC11-HSSL-package\image (0, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2 (0, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes (0, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0001.jpg (10376, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0002.jpg (8181, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0003.jpg (11741, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0004.jpg (15700, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0005.jpg (14356, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0006.jpg (8936, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0007.jpg (9596, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0008.jpg (13896, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0009.jpg (10865, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0010.jpg (8378, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0011.jpg (10417, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0012.jpg (6418, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0013.jpg (11380, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0014.jpg (6781, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0015.jpg (16216, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0016.jpg (9552, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0017.jpg (13498, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0018.jpg (14802, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0019.jpg (8902, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0020.jpg (12397, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0021.jpg (10939, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0022.jpg (10741, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0023.jpg (5859, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0024.jpg (7907, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0025.jpg (7374, 2011-10-03)
BMVC11-HSSL-package\image\Caltech2\airplanes\image_0026.jpg (12426, 2011-10-03)
... ...
This package contains the Matlab codes implementing the HSR algorithm described in the paper "Hierarchical Sparse Representations for Object Recognition".
The algorithm mainly consists of the following parts:
1.Image preprocessing: preprocess.m
2.Learning low level dictionary: learn_s1_dictionary.m
3.Extracting low level sparse feature maps: build_s1_layer.m
4.Extracting mid level features: build_c1_layer.m
5.Learning mid level dictionary: learn_s2_dictionary.m
6.Extracting object level features: build_s2_layer.m
7.Learning saliency map: learn_saliency.m
8.Multi scale max pooling: build_c2_layer.m
9.Classification using linear svm: linear_svm.m
This package also includes two important tools:
\spare coding: see Lee, H., Battle, A., Raina, R., Ng, A.Y.: Ecient sparse coding algorithms. In: Advances in Neural Information Processing Systems. (2006)
\liblinear-1.51: see Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. (2001) Software available at http://www.csie.ntu.edu.tw/ cjlin/libsvm.
main.m gives an implementation entry of whole algorithm.
For any questions, feel free to email me at: jyang44@ucmerced.edu
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