Created
December 28, 2013 02:16
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人工智能作业,对图片分类,matlab 版。
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clear all; | |
clc; | |
ncluster = 10; | |
%%%%%%%读入数据 | |
path_c = 'car feature/'; | |
path_d = 'dinosaur feature/'; | |
%恐龙 | |
d_dir = []; | |
d_inf = []; | |
files_d = dir(strcat(path_d ,'*.txt')); | |
for i = 1:length(files_d) | |
filepath = strcat(path_d,files_d(i).name); | |
pic = textread(filepath,'','headerlines',1); | |
pic = pic(:,1:128); | |
d_dir = [d_dir;pic]; | |
inf = textread(filepath,'',1); | |
inf = inf(1); | |
d_inf = [d_inf,inf]; | |
end | |
%汽车 | |
c_dir = []; | |
c_inf = []; | |
files_c = dir(strcat(path_c ,'*.txt')); | |
for i = 1:length(files_c) | |
filepath = strcat(path_c,files_c(i).name); | |
pic = textread(filepath,'','headerlines',1); | |
pic = pic(:,1:128); | |
c_dir = [c_dir;pic]; | |
inf = textread(filepath,'',1); | |
inf = inf(1); | |
c_inf = [c_inf,inf]; | |
end | |
dirs = [d_dir;c_dir]; | |
infs = [d_inf,c_inf]; | |
%%%%%%%kmeans 聚类,生成图像的向量表示 | |
[idx, C] = kmeans(dirs,ncluster); | |
idx = idx'; | |
codebook = unique(idx); | |
x = []; | |
bg = 1; | |
for i = 1:length(infs) | |
cnt = infs(i); | |
ed = bg + cnt - 1; | |
temp = idx(bg:ed); | |
picf = []; | |
for jj = 1:length(codebook) | |
tmp = codebook(jj); | |
nn = sum(temp == tmp); | |
picf = [picf,nn]; | |
end | |
x = [x;picf]; | |
bg = ed + 1; | |
end | |
y = [zeros(1,95),ones(1,95)]; | |
%%%%%%%svm 分类 | |
X_test = [x(61:95,:);x(156:190,:)]; | |
X_train = [x(1:60,:);x(96:155,:)]; | |
y_test = [y(61:95),y(156:190)]; | |
y_test = y_test'; | |
y_train = [y(1:60),y(96:155)]; | |
y_train = y_train'; | |
model = svmtrain(y_train,X_train); | |
[predice_label,accuracy,dec_values] = svmpredict(y_test,X_test,model); |
pic = textread(filepath,'','headerlines',1);
pic = pic(:,1:128);
这里说是读入图片信息,其实是读入txt,是读入图片名称或地址吗??
接上一条,或者能把您完整的Matlab工程打包发给我吗?包括图片一起,我最近在做相关的项目,看到您的代码了,特别好,希望能仔细研究。谢谢您了,在线等回复!!
邮箱:NLIU001@e.ntu.edu.sg
谢谢您了!
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图片信息怎么处理成txt的呀?