本文主要介绍如何使用C++
将mnist
数据集转化为Opencv Mat
,问题来源主要代码以及运行示例如下:
uint32_t swap_endian(uint32_t val) {
val = ((val << 8) & 0xFF00FF00) | ((val >> 8) & 0xFF00FF);
return (val << 16) | (val >> 16);
}
void read_mnist_cv(const char* image_filename, const char* label_filename){
// Open files
std::ifstream image_file(image_filename, std::ios::in | std::ios::binary);
std::ifstream label_file(label_filename, std::ios::in | std::ios::binary);
// Read the magic and the meta data
uint32_t magic;
uint32_t num_items;
uint32_t num_labels;
uint32_t rows;
uint32_t cols;
image_file.read(reinterpret_cast<char*>(&magic), 4);
magic = swap_endian(magic);
if(magic != 2051){
cout<<"Incorrect image file magic: "<<magic<<endl;
return;
}
label_file.read(reinterpret_cast<char*>(&magic), 4);
magic = swap_endian(magic);
if(magic != 2049){
cout<<"Incorrect image file magic: "<<magic<<endl;
return;
}
imag