I use OpenCv for image classification. After training I've saved model to *.yaml.gz. Then I've added this file to embedded resources. Now I need to load model from resource, but OpenCv allows only loading from files or strings.
HMODULE ModuleHandle;
void LoadBinaryResource(int resId, void** data, int& size)
{
HRSRC resource = ::FindResource(ModuleHandle, MAKEINTRESOURCE(resId), RT_RCDATA);
HGLOBAL resourceData = ::LoadResource(ModuleHandle, resource);
*data = ::LockResource(resourceData);
size = ::SizeofResource(ModuleHandle, resource);
}
void LoadRTreesFromResource(int resId, cv::RTrees& forest)
{
void* binaryData;
int size;
LoadBinaryResource(resId, &binaryData, size);
// here I need to load CvStatModel from binaryData
}
Now I am forced to write data to a file and then use cv::RTres::load method.
Is there any way to load CvStatModel from memory? Or how can I serialize/deserialize model to binary format without using methods cv::RTres::save and cv::RTres::load?
Thank you!
Probably the only solution is to uncompress data using zLib manually...
void LoadBinaryResource(int resId, void** data, int& size)
{
HRSRC resource = ::FindResource(ModuleHandle, MAKEINTRESOURCE(resId), RT_RCDATA);
HGLOBAL resourceData = ::LoadResource(ModuleHandle, resource);
*data = ::LockResource(resourceData);
size = ::SizeofResource(ModuleHandle, resource);
}
std::string LoadForestData(int resId)
{
void* compressedData;
int compressedDataSize;
LoadBinaryResource(resId, &compressedData, compressedDataSize);
std::string uncompressedData;
const int bufferSize = 1024*1024;
char* buffer = new char[bufferSize];
z_stream strm = {0};
strm.total_in = strm.avail_in = compressedDataSize;
strm.next_in = (Bytef*)compressedData;
strm.zalloc = Z_NULL;
strm.zfree = Z_NULL;
strm.opaque = Z_NULL;
int ret = inflateInit2(&strm, (15 + 32)); //15 window bits, and the +32 tells zlib to to detect if using gzip or zlib
if(ret != Z_OK) {
throw std::exception("Invalid forest");
}
do {
strm.avail_out = bufferSize;
strm.next_out = (Bytef *)buffer;
ret = inflate(&strm, Z_NO_FLUSH);
assert(ret != Z_STREAM_ERROR); /* state not clobbered */
switch (ret) {
case Z_NEED_DICT:
case Z_DATA_ERROR:
case Z_MEM_ERROR:
inflateEnd(&strm);
throw std::exception("Invalid forest");
}
int have = bufferSize - strm.avail_out;
uncompressedData.insert(uncompressedData.end(), &buffer[0], &buffer[have]);
}
while(ret != Z_STREAM_END);
inflateEnd(&strm);
delete[] buffer;
return uncompressedData;
}
void ReadForest(cv::RandomTrees& forest, int resId)
{
std::string forestData = LoadForestData(resId);
CvFileStorage* fs = cvOpenFileStorage(forestData.c_str(), NULL, CV_STORAGE_READ | CV_STORAGE_MEMORY);
CvFileNode* model_node = 0;
CvFileNode* root = cvGetRootFileNode( fs );
if(root->data.seq->total > 0) {
model_node = (CvFileNode*)cvGetSeqElem( root->data.seq, 0 );
}
forest.read(fs, model_node);
}
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