Repository for OpenCV's extra modules
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/*M///////////////////////////////////////////////////////////////////////////////////////
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#include "opencv2/datasets/or_pascal.hpp"
#include "opencv2/datasets/util.hpp"
#include <opencv2/datasets/tinyxml2/tinyxml2.h>
#include <fstream>
namespace cv
{
namespace datasets
{
using namespace std;
using namespace tinyxml2;
class OR_pascalImp : public OR_pascal
{
public:
OR_pascalImp() {}
virtual void load(const string &path);
private:
void loadDataset(const string &path, const string &nameImageSet, vector< Ptr<Object> > &imageSet);
Ptr<Object> parseAnnotation(const string path, const string id);
const char* parseNodeText(XMLElement* node, const string nodeName, const string defaultValue);
};
void OR_pascalImp::load(const string &path)
{
train.push_back(vector< Ptr<Object> >());
test.push_back(vector< Ptr<Object> >());
validation.push_back(vector< Ptr<Object> >());
loadDataset(path, "train", train.back());
loadDataset(path, "test", test.back());
loadDataset(path, "val", validation.back());
}
void OR_pascalImp::loadDataset(const string &path, const string &nameImageSet, vector< Ptr<Object> > &imageSet)
{
string pathImageSets(path + "ImageSets/Main/");
string imageList = pathImageSets + nameImageSet + ".txt";
ifstream in(imageList.c_str());
string error_message = format("Image list not exists!\n%s", imageList.c_str());
if (!in.is_open())
CV_Error(Error::StsBadArg, error_message);
string id = "";
while( getline(in, id) )
{
if( strcmp(nameImageSet.c_str(), "test") == 0 ) // test set ground truth is not available
{
Ptr<OR_pascalObj> annotation(new OR_pascalObj);
annotation->filename = path + "JPEGImages/" + id + ".jpg";
imageSet.push_back(annotation);
}
else
{
imageSet.push_back(parseAnnotation(path, id));
}
}
}
const char* OR_pascalImp::parseNodeText(XMLElement* node, const string nodeName, const string defaultValue)
{
const char* e = node->FirstChildElement(nodeName.c_str())->GetText();
if( e != 0 )
return e ;
else
return defaultValue.c_str();
}
Ptr<Object> OR_pascalImp::parseAnnotation(const string path, const string id)
{
string pathAnnotations(path + "Annotations/");
string pathImages(path + "JPEGImages/");
Ptr<OR_pascalObj> annotation(new OR_pascalObj);
XMLDocument doc;
string xml_file = pathAnnotations + id + ".xml";
XMLError error_code = doc.LoadFile(xml_file.c_str());
string error_message = format("Parsing XML failed. Error code = %d. \nFile = %s", error_code, xml_file.c_str());
switch (error_code)
{
case XML_SUCCESS:
break;
case XML_ERROR_FILE_NOT_FOUND:
error_message = "XML file not found! " + error_message;
CV_Error(Error::StsParseError, error_message);
return annotation;
default:
CV_Error(Error::StsParseError, error_message);
break;
}
// <annotation/>
XMLElement *xml_ann = doc.RootElement();
// <filename/>
string img_name = xml_ann->FirstChildElement("filename")->GetText();
annotation->filename = pathImages + img_name;
// <size/>
XMLElement *sz = xml_ann->FirstChildElement("size");
int width = atoi(sz->FirstChildElement("width")->GetText());
int height = atoi(sz->FirstChildElement("height")->GetText());
int depth = atoi(sz->FirstChildElement("depth")->GetText());
annotation->width = width;
annotation->height = height;
annotation->depth = depth;
// <object/>
vector<PascalObj> objects;
XMLElement *xml_obj = xml_ann->FirstChildElement("object");
while (xml_obj)
{
PascalObj pascal_obj;
pascal_obj.name = xml_obj->FirstChildElement("name")->GetText();
pascal_obj.pose = parseNodeText(xml_obj, "pose", "Unspecified");
pascal_obj.truncated = atoi(parseNodeText(xml_obj, "truncated", "0")) > 0;
pascal_obj.difficult = atoi(parseNodeText(xml_obj, "difficult", "0")) > 0;
pascal_obj.occluded = atoi(parseNodeText(xml_obj, "occluded", "0")) > 0;
// <bndbox/>
XMLElement *xml_bndbox = xml_obj->FirstChildElement("bndbox");
pascal_obj.xmin = atoi(xml_bndbox->FirstChildElement("xmin")->GetText());
pascal_obj.ymin = atoi(xml_bndbox->FirstChildElement("ymin")->GetText());
pascal_obj.xmax = atoi(xml_bndbox->FirstChildElement("xmax")->GetText());
pascal_obj.ymax = atoi(xml_bndbox->FirstChildElement("ymax")->GetText());
// <part/>
vector<PascalPart> parts;
XMLElement *xml_part = xml_obj->FirstChildElement("part");
while (xml_part)
{
PascalPart pascal_part;
pascal_part.name = xml_part->FirstChildElement("name")->GetText();
xml_bndbox = xml_part->FirstChildElement("bndbox");
pascal_part.xmin = atoi(xml_bndbox->FirstChildElement("xmin")->GetText());
pascal_part.ymin = atoi(xml_bndbox->FirstChildElement("ymin")->GetText());
pascal_part.xmax = atoi(xml_bndbox->FirstChildElement("xmax")->GetText());
pascal_part.ymax = atoi(xml_bndbox->FirstChildElement("ymax")->GetText());
parts.push_back(pascal_part);
xml_part = xml_part->NextSiblingElement("part");
}
pascal_obj.parts = parts;
objects.push_back(pascal_obj);
xml_obj = xml_obj->NextSiblingElement("object");
}
annotation->objects = objects;
return annotation;
}
Ptr<OR_pascal> OR_pascal::create()
{
return Ptr<OR_pascalImp>(new OR_pascalImp);
}
}
}