added overlapThreshold param to sample

This commit is contained in:
Maria Dimashova 2011-10-05 13:37:24 +00:00
parent 630288fdef
commit bbdf14b9bb

View File

@ -23,11 +23,12 @@ using namespace cv;
void help()
{
cout << "This program demonstrated the use of the latentSVM detector." << endl <<
"It reads in a trained object models and then uses them to detect the object in an images" << endl <<
"It reads in a trained object models and then uses them to detect the objects in an images." << endl <<
endl <<
"Call:" << endl <<
"./latentsvm_multidetect <images_folder> <models_folder> [<threads_number>]" << endl <<
"Example of models_folder is opencv_extra/testdata/cv/latentsvmdetector/models_VOC2007" << endl <<
"./latentsvm_multidetect <imagesFolder> <modelsFolder> [<overlapThreshold>][<threadsNumber>]" << endl <<
"<overlapThreshold> - threshold for the non-maximum suppression algorithm." << endl <<
"Example of <modelsFolder> is opencv_extra/testdata/cv/latentsvmdetector/models_VOC2007" << endl <<
endl <<
"Keys:" << endl <<
"'n' - to go to the next image;" << endl <<
@ -35,13 +36,13 @@ void help()
endl;
}
void detectAndDrawObjects( Mat& image, LatentSvmDetector& detector, const vector<Scalar>& colors, int numThreads )
void detectAndDrawObjects( Mat& image, LatentSvmDetector& detector, const vector<Scalar>& colors, float overlapThreshold, int numThreads )
{
vector<LatentSvmDetector::ObjectDetection> detections;
TickMeter tm;
tm.start();
detector.detect( image, detections, 0.5f, numThreads);
detector.detect( image, detections, overlapThreshold, numThreads);
tm.stop();
cout << "Detection time = " << tm.getTimeSec() << " sec" << endl;
@ -53,7 +54,12 @@ void detectAndDrawObjects( Mat& image, LatentSvmDetector& detector, const vector
{
const LatentSvmDetector::ObjectDetection& od = detections[i];
rectangle( image, od.rect, colors[od.classID], 2 );
putText( image, classNames[od.classID], Point(od.rect.x+2,od.rect.y+9), FONT_HERSHEY_SIMPLEX, 0.35, colors[od.classID], 1 );
}
// put text over the all rectangles
for( size_t i = 0; i < detections.size(); i++ )
{
const LatentSvmDetector::ObjectDetection& od = detections[i];
putText( image, classNames[od.classID], Point(od.rect.x+4,od.rect.y+13), FONT_HERSHEY_SIMPLEX, 0.55, colors[od.classID], 2 );
}
}
@ -107,12 +113,20 @@ int main(int argc, char* argv[])
help();
string images_folder, models_folder;
float overlapThreshold = 0.2;
int numThreads = -1;
if( argc > 2 )
{
images_folder = argv[1];
models_folder = argv[2];
if( argc > 3 ) numThreads = atoi(argv[3]);
if( argc > 3 ) overlapThreshold = atof(argv[3]);
if( overlapThreshold < 0 || overlapThreshold > 1)
{
cout << "overlapThreshold must be in interval (0,1)." << endl;
exit(-1);
}
if( argc > 4 ) numThreads = atoi(argv[4]);
}
vector<string> images_filenames, models_filenames;
@ -126,6 +140,16 @@ int main(int argc, char* argv[])
exit(-1);
}
const vector<string>& classNames = detector.getClassNames();
cout << "Loaded " << classNames.size() << " models:" << endl;
for( size_t i = 0; i < classNames.size(); i++ )
{
cout << i << ") " << classNames[i] << "; ";
}
cout << endl;
cout << "overlapThreshold = " << overlapThreshold << endl;
vector<Scalar> colors( detector.getClassNames().size() );
fillRngColors( colors );
@ -135,7 +159,7 @@ int main(int argc, char* argv[])
if( image.empty() ) continue;
cout << "Process image " << images_filenames[i] << endl;
detectAndDrawObjects( image, detector, colors, numThreads );
detectAndDrawObjects( image, detector, colors, overlapThreshold, numThreads );
imshow( "result", image );