From 2ce6460c79e06caa33eab3991ee3e7fd9f0909d6 Mon Sep 17 00:00:00 2001
From: AlexeyAB <alexeyab84@gmail.com>
Date: Tue, 10 Apr 2018 18:08:24 +0000
Subject: [PATCH] Remove truth only if smaller than 1x1 pix during training

---
 src/demo.c |   30 ++++++++++++++++++++++--------
 1 files changed, 22 insertions(+), 8 deletions(-)

diff --git a/src/demo.c b/src/demo.c
index 59672f8..027ca4d 100644
--- a/src/demo.c
+++ b/src/demo.c
@@ -24,6 +24,7 @@
 #ifndef CV_VERSION_EPOCH
 #include "opencv2/videoio/videoio_c.h"
 #endif
+#include "http_stream.h"
 image get_image_from_stream(CvCapture *cap);
 
 static char **demo_names;
@@ -50,6 +51,7 @@
 static float *avg;
 
 void draw_detections_cv(IplImage* show_img, int num, float thresh, box *boxes, float **probs, char **names, image **alphabet, int classes);
+void draw_detections_cv_v3(IplImage* show_img, detection *dets, int num, float thresh, char **names, image **alphabet, int classes);
 void show_image_cv_ipl(IplImage *disp, const char *name);
 image get_image_from_stream_resize(CvCapture *cap, int w, int h, IplImage** in_img, int use_webcam);
 IplImage* in_img;
@@ -64,8 +66,9 @@
 	in = get_image_from_stream_resize(cap, net.w, net.h, &in_img, use_webcam);
     if(!in.data){
         //error("Stream closed.");
+		printf("Stream closed.\n");
 		flag_exit = 1;
-		return;
+		return EXIT_FAILURE;
     }
     //in_s = resize_image(in, net.w, net.h);
 	in_s = make_image(in.w, in.h, in.c);
@@ -76,7 +79,7 @@
 
 void *detect_in_thread(void *ptr)
 {
-    float nms = .4;
+    float nms = .45;	// 0.4F
 
     layer l = net.layers[net.n-1];
     float *X = det_s.data;
@@ -87,6 +90,7 @@
     l.output = avg;
 
     free_image(det_s);
+	/*
     if(l.type == DETECTION){
         get_detection_boxes(l, 1, 1, demo_thresh, probs, boxes, 0);
     } else if (l.type == REGION){
@@ -95,6 +99,12 @@
         error("Last layer must produce detections\n");
     }
     if (nms > 0) do_nms(boxes, probs, l.w*l.h*l.n, l.classes, nms);
+	*/
+	int letter = 0;
+	int nboxes = 0;
+	detection *dets = get_network_boxes(&net, det.w, det.h, demo_thresh, demo_thresh, 0, 1, &nboxes, letter);
+	if (nms) do_nms_obj_v3(dets, nboxes, l.classes, nms);
+
     printf("\033[2J");
     printf("\033[1;1H");
     printf("\nFPS:%.1f\n",fps);
@@ -107,7 +117,9 @@
     demo_index = (demo_index + 1)%FRAMES;
 	    
 	//draw_detections(det, l.w*l.h*l.n, demo_thresh, boxes, probs, demo_names, demo_alphabet, demo_classes);
-	draw_detections_cv(det_img, l.w*l.h*l.n, demo_thresh, boxes, probs, demo_names, demo_alphabet, demo_classes);
+	draw_detections_cv_v3(det_img, dets, nboxes, demo_thresh, demo_names, demo_alphabet, demo_classes);
+	//draw_detections_cv(det_img, l.w*l.h*l.n, demo_thresh, boxes, probs, demo_names, demo_alphabet, demo_classes);
+	free(dets);
 
 	return 0;
 }
@@ -121,7 +133,7 @@
     return (double)time.tv_sec + (double)time.tv_usec * .000001;
 }
 
-void demo(char *cfgfile, char *weightfile, float thresh, int cam_index, const char *filename, char **names, int classes, 
+void demo(char *cfgfile, char *weightfile, float thresh, float hier_thresh, int cam_index, const char *filename, char **names, int classes,
 	int frame_skip, char *prefix, char *out_filename, int http_stream_port, int dont_show)
 {
     //skip = frame_skip;
@@ -137,7 +149,7 @@
         load_weights(&net, weightfile);
     }
     set_batch_network(&net, 1);
-
+	fuse_conv_batchnorm(net);
     srand(2222222);
 
     if(filename){
@@ -166,6 +178,8 @@
     probs = (float **)calloc(l.w*l.h*l.n, sizeof(float *));
     for(j = 0; j < l.w*l.h*l.n; ++j) probs[j] = (float *)calloc(l.classes, sizeof(float *));
 
+	flag_exit = 0;
+
     pthread_t fetch_thread;
     pthread_t detect_thread;
 
@@ -198,7 +212,7 @@
     }
 
 	CvVideoWriter* output_video_writer = NULL;    // cv::VideoWriter output_video;
-	if (out_filename)
+	if (out_filename && !flag_exit)
 	{
 		CvSize size;
 		size.width = det_img->width, size.height = det_img->height;
@@ -212,7 +226,6 @@
 		//output_video_writer = cvCreateVideoWriter(out_filename, CV_FOURCC('X', 'V', 'I', 'D'), 25, size, 1);
 		//output_video_writer = cvCreateVideoWriter(out_filename, CV_FOURCC('W', 'M', 'V', '2'), 25, size, 1);
 	}
-	flag_exit = 0;
 
     double before = get_wall_time();
 
@@ -301,7 +314,8 @@
 	}
 }
 #else
-void demo(char *cfgfile, char *weightfile, float thresh, int cam_index, const char *filename, char **names, int classes, int frame_skip, char *prefix, char *out_filename, int http_stream_port, int dont_show)
+void demo(char *cfgfile, char *weightfile, float thresh, float hier_thresh, int cam_index, const char *filename, char **names, int classes,
+	int frame_skip, char *prefix, char *out_filename, int http_stream_port, int dont_show)
 {
     fprintf(stderr, "Demo needs OpenCV for webcam images.\n");
 }

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