matlab如何获取png格式的fashion mnist数据集
时间: 2023-10-04 16:06:44 浏览: 151
可以通过以下步骤在Matlab中获取Fashion MNIST数据集:
1. 在Matlab中打开命令窗口,输入以下命令下载Fashion MNIST数据集:
```
urlwrite('https://github.com/zalandoresearch/fashion-mnist/raw/master/data/fashion/t10k-images-idx3-ubyte.gz','t10k-images-idx3-ubyte.gz');
urlwrite('https://github.com/zalandoresearch/fashion-mnist/raw/master/data/fashion/t10k-labels-idx1-ubyte.gz','t10k-labels-idx1-ubyte.gz');
urlwrite('https://github.com/zalandoresearch/fashion-mnist/raw/master/data/fashion/train-images-idx3-ubyte.gz','train-images-idx3-ubyte.gz');
urlwrite('https://github.com/zalandoresearch/fashion-mnist/raw/master/data/fashion/train-labels-idx1-ubyte.gz','train-labels-idx1-ubyte.gz');
```
2. 解压缩下载的文件,可以使用以下命令:
```
gunzip t10k-images-idx3-ubyte.gz
gunzip t10k-labels-idx1-ubyte.gz
gunzip train-images-idx3-ubyte.gz
gunzip train-labels-idx1-ubyte.gz
```
3. 加载图片和标签数据:
```
test_images = processImages('t10k-images-idx3-ubyte');
test_labels = processLabels('t10k-labels-idx1-ubyte');
train_images = processImages('train-images-idx3-ubyte');
train_labels = processLabels('train-labels-idx1-ubyte');
```
其中,`processImages`和`processLabels`是两个自定义函数,用于解析数据集文件并返回图像和标签数据。这两个函数的代码如下:
```
function images = processImages(filename)
fid = fopen(filename,'r','b');
if fid == -1
error('Error: Cannot open file %s',filename);
end
magicNumber = fread(fid,1,'int32',0,'b');
numImages = fread(fid,1,'int32',0,'b');
numRows = fread(fid,1,'int32',0,'b');
numCols = fread(fid,1,'int32',0,'b');
images = fread(fid,inf,'unsigned char');
images = reshape(images,numCols,numRows,numImages);
images = permute(images,[2 1 3]);
fclose(fid);
end
function labels = processLabels(filename)
fid = fopen(filename,'r','b');
if fid == -1
error('Error: Cannot open file %s',filename);
end
magicNumber = fread(fid,1,'int32',0,'b');
numItems = fread(fid,1,'int32',0,'b');
labels = fread(fid,inf,'unsigned char');
fclose(fid);
end
```
4. 将图像数据转换为PNG格式:
```
for i = 1:size(test_images,3)
imwrite(test_images(:,:,i),sprintf('test_%d.png',i));
end
for i = 1:size(train_images,3)
imwrite(train_images(:,:,i),sprintf('train_%d.png',i));
end
```
这将把每个图像保存为一个PNG格式的文件。
阅读全文