#include "opencv2/objdetect/objdetect.hpp" #include "opencv2/highgui/highgui.hpp" #include #ifdef HAVE_CVCONFIG_H #include #endif #ifdef HAVE_TBB #include "tbb/task_scheduler_init.h" #endif using namespace cv; static void help() { printf( "This program demonstrated the use of the latentSVM detector.\n" "It reads in a trained object model and then uses that to detect the object in an image\n" "Call:\n" "./latentsvmdetect [ []]\n" " The defaults for image_filename and model_filename are cat.jpg and cat.xml respectively\n" " Press any key to quit.\n"); } const char* model_filename = "cat.xml"; const char* image_filename = "cat.jpg"; int tbbNumThreads = -1; static void detect_and_draw_objects( IplImage* image, CvLatentSvmDetector* detector, int numThreads = -1) { CvMemStorage* storage = cvCreateMemStorage(0); CvSeq* detections = 0; int i = 0; int64 start = 0, finish = 0; #ifdef HAVE_TBB tbb::task_scheduler_init init(tbb::task_scheduler_init::deferred); if (numThreads > 0) { init.initialize(numThreads); printf("Number of threads %i\n", numThreads); } else { printf("Number of threads is not correct for TBB version"); return; } #endif start = cvGetTickCount(); detections = cvLatentSvmDetectObjects(image, detector, storage, 0.5f, numThreads); finish = cvGetTickCount(); printf("detection time = %.3f\n", (float)(finish - start) / (float)(cvGetTickFrequency() * 1000000.0)); #ifdef HAVE_TBB init.terminate(); #endif for( i = 0; i < detections->total; i++ ) { CvObjectDetection detection = *(CvObjectDetection*)cvGetSeqElem( detections, i ); float score = detection.score; CvRect bounding_box = detection.rect; cvRectangle( image, cvPoint(bounding_box.x, bounding_box.y), cvPoint(bounding_box.x + bounding_box.width, bounding_box.y + bounding_box.height), CV_RGB(cvRound(255.0f*score),0,0), 3 ); } cvReleaseMemStorage( &storage ); } int main(int argc, char* argv[]) { help(); if (argc > 2) { image_filename = argv[1]; model_filename = argv[2]; if (argc > 3) { tbbNumThreads = atoi(argv[3]); } } IplImage* image = cvLoadImage(image_filename); if (!image) { printf( "Unable to load the image\n" "Pass it as the first parameter: latentsvmdetect \n" ); return -1; } CvLatentSvmDetector* detector = cvLoadLatentSvmDetector(model_filename); if (!detector) { printf( "Unable to load the model\n" "Pass it as the second parameter: latentsvmdetect \n" ); cvReleaseImage( &image ); return -1; } detect_and_draw_objects( image, detector, tbbNumThreads ); cvNamedWindow( "test", 0 ); cvShowImage( "test", image ); cvWaitKey(0); cvReleaseLatentSvmDetector( &detector ); cvReleaseImage( &image ); cvDestroyAllWindows(); return 0; }