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Random-Forest-Matlab-master

于 2014-04-15 发布文件大小:43KB

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下载积分: 1 下载次数: 167

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代码说明：

随机森林用于图像处理matalab 代码(Random Forest matalab code for image processing)

文件列表：

Random-Forest-Matlab-master
...........................\data

...........................\demos
...........................\.....\forestdemo.m,3144,2014-02-27
...........................\.....\forestTest.m,649,2014-02-27
...........................\.....\forestTrain.m,1780,2014-02-27
...........................\.....\localContrastNormalize.m,1591,2014-02-27
...........................\.....\mgd.m,2414,2014-02-27
...........................\.....\storage.m,111,2014-02-27
...........................\.....\svmdemo.m,1823,2014-02-27
...........................\.....\svmTest.m,687,2014-02-27
...........................\.....\svmTrain.m,3331,2014-02-27
...........................\.....\treeTest.m,1568,2014-02-27
...........................\.....\treeTrain.m,1627,2014-02-27
...........................\.....\weakTest.m,1087,2014-02-27
...........................\.....\weakTrain.m,5637,2014-02-27
...........................\lib
...........................\...\forestTest.m,649,2014-02-27
...........................\...\forestTrain.m,1780,2014-02-27
...........................\...\localContrastNormalize.m,1591,2014-02-27
...........................\...\mgd.m,2414,2014-02-27
...........................\...\storage.m,111,2014-02-27
...........................\...\svmTest.m,687,2014-02-27
...........................\...\svmTrain.m,3331,2014-02-27
...........................\...\treeTest.m,1568,2014-02-27
...........................\...\treeTrain.m,1627,2014-02-27
...........................\...\weakTest.m,1087,2014-02-27
...........................\...\weakTrain.m,5637,2014-02-27
...........................\README.txt,1887,2014-02-27

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FSIM
Zhang等人利用相位一致性信息的特性，提出了特征相似性方法(FSIMG) ，选取了相位一致性信息和梯度信息作为它的两个特征，得到了较好的结果。 (A novel feature similarity (FSIM) index for full reference IQA is proposed based on the fact that human visual system (HVS) understands an image mainly according to its low-level features. Specifically, the phase congruency (PC), which is a dimensionless measure of the significance of a local structure, is used as the primary feature in FSIM. Considering that PC is contrast invariant while the contrast information does affect HVS’ perception of image quality, the image gradient magnitude (GM) is employed as the secondary feature in FSIM. PC and GM play complementary roles in characterizing the image local quality. After obtaining the local quality map, we use PC again as a weighting function to derive a single quality score. Extensive experiments performed on six benchmark IQA s demonstrate that FSIM can achieve much higher consistency with the subjective uations than state-of-the-art IQA metrics.)

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局部二进制模式，LBP，是已被用于纹理特征的一个分类。在本文中，提出了一种基于使用这些功能的方法检测缺陷图案的面料。在培训阶段，在第一个步骤LBP算子是施加到无缺陷织物样品，逐个象素和参考的所有的行（列）特征矢量的计算。那么这个图像被分为Windows和LBP算子是应用这些窗口的每一行（列）。根据与参考比较特征向量一个合适的阈值，无缺陷的窗户被发现。在检测阶段中，一个测试图像被划分成的窗户，并使用阈值时，有缺陷的窗口可以检测到。该方法简单，灰度不变。由于其简单性，线上实现是可能的。(Local Binary Patterns, LBP, is one of the features which has been used for texture classification. In this paper, a method based on using these features is proposed for detecting defects in patterned fabrics. In the training stage, at first step LBP operator is applied to all rows (columns) of a defect free fabric sample, pixel by pixel, and the reference feature vector is computed. Then this image is divided into windows and LBP operator is applied to each row (column) of these windows. Based on comparison with the reference feature vector a suitable threshold for defect free windows is found. In the detection stage, a test image is divided into windows and using the threshold, defective windows can be detected. The proposed method is simple and gray scale invariant. Because of its simplicity, online implementation is possible as well. )

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ZIGZAG程序，实现对图像矩阵ZIGZAG顺序读取。通常作为函数调用。还有就是霍夫曼编码的程序，得到图像霍夫曼的编码(ZIGZAG procedures ZIGZAG image matrix to achieve the order read. Usually as a function call. There is the Huffman code procedure, the image encoding Hoffman)

2008-04-30 15:54:11下载

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2016-01-16 18:10:44下载

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