文件名称:face_recognition
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- 上传时间:2013-07-15
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文件大小:625.1kb
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1. 本程序使用PCA算法对训练图像降维,得到特征图像;
2. 将每一幅图片与平均图像的差值投影到特征向量空间;
3. 计算训练图片投影两两之间的最大欧氏距离distance_max;
4. 将测试图片也投影到特征向量空间,计算它与所有训练图像投影的最小欧氏距离distanceST_min。
5. 设定判别阈值(设为0.3*distance_max,此为测试得到的经验值,不同阈值将影响判别结果)。当distanceST_min>0.3*distance_max时,则认为测试图像不属于和训练图像相同的类,反之,则认为是。
-1 This program uses PCA dimensionality reduction algorithm training images obtained feature image 2 would mean every picture with the image projected onto the difference feature vector space 3. Computing training images projected maximum pairwise Euclidean from distance_max 4. the test image is projected to the feature vector space, with all the training images calculate its minimum Euclidean distance projection distanceST_min. 5 Set judging threshold (set 0.3* distance_max, the experience obtained by the test, different threshold values will affect the determination result). When distanceST_min> 0.3* distance_max, then that test image and the training images do not belong to the same class, on the contrary, it is considered to be.
2. 将每一幅图片与平均图像的差值投影到特征向量空间;
3. 计算训练图片投影两两之间的最大欧氏距离distance_max;
4. 将测试图片也投影到特征向量空间,计算它与所有训练图像投影的最小欧氏距离distanceST_min。
5. 设定判别阈值(设为0.3*distance_max,此为测试得到的经验值,不同阈值将影响判别结果)。当distanceST_min>0.3*distance_max时,则认为测试图像不属于和训练图像相同的类,反之,则认为是。
-1 This program uses PCA dimensionality reduction algorithm training images obtained feature image 2 would mean every picture with the image projected onto the difference feature vector space 3. Computing training images projected maximum pairwise Euclidean from distance_max 4. the test image is projected to the feature vector space, with all the training images calculate its minimum Euclidean distance projection distanceST_min. 5 Set judging threshold (set 0.3* distance_max, the experience obtained by the test, different threshold values will affect the determination result). When distanceST_min> 0.3* distance_max, then that test image and the training images do not belong to the same class, on the contrary, it is considered to be.
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下载文件列表
正确识别结果.bmp
source/1.pgm
source/10.pgm
source/2.pgm
source/3.pgm
source/4.pgm
source/5.pgm
source/6.pgm
source/7.pgm
source/8.pgm
source/9.pgm
source/no.jpg
source/yes.jpg
test/10.pgm
test/11.pgm
test/12.pgm
test/13.pgm
test/14.pgm
test/t1.bmp
test/t2.bmp
test/t3.jpg
main.m
错误识别结果.bmp
特征图像.bmp
训练图像.bmp
source
test
source/1.pgm
source/10.pgm
source/2.pgm
source/3.pgm
source/4.pgm
source/5.pgm
source/6.pgm
source/7.pgm
source/8.pgm
source/9.pgm
source/no.jpg
source/yes.jpg
test/10.pgm
test/11.pgm
test/12.pgm
test/13.pgm
test/14.pgm
test/t1.bmp
test/t2.bmp
test/t3.jpg
main.m
错误识别结果.bmp
特征图像.bmp
训练图像.bmp
source
test
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