From a79299d317bd47180ea5015e936182766e51b500 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Wed, 10 Jun 2015 00:22:48 -0700
Subject: [PATCH] NIPS demo

---
 Makefile        | 10 +++++++---
 src/detection.c |  9 +++++----
 src/image.c     |  7 -------
 3 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/Makefile b/Makefile
index bc3b9bf7..1d1fdf2b 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,5 @@
-GPU=1
-OPENCV=1
+GPU=0
+OPENCV=0
 DEBUG=0
 
 ARCH= -arch=sm_52
@@ -42,7 +42,7 @@ endif
 OBJS = $(addprefix $(OBJDIR), $(OBJ))
 DEPS = $(wildcard src/*.h) Makefile
 
-all: $(EXEC)
+all: obj $(EXEC)
 
 $(EXEC): $(OBJS)
 	$(CC) $(COMMON) $(CFLAGS) $(LDFLAGS) $^ -o $@
@@ -53,6 +53,10 @@ $(OBJDIR)%.o: %.c $(DEPS)
 $(OBJDIR)%.o: %.cu $(DEPS)
 	$(NVCC) $(ARCH) $(COMMON) --compiler-options "$(CFLAGS)" -c $< -o $@
 
+obj:
+	mkdir -p obj
+
+
 .PHONY: clean
 
 clean:
diff --git a/src/detection.c b/src/detection.c
index ac93efb3..a3b40cab 100644
--- a/src/detection.c
+++ b/src/detection.c
@@ -7,16 +7,16 @@
 
 char *class_names[] = {"aeroplane", "bicycle", "bird", "boat", "bottle", "bus", "car", "cat", "chair", "cow", "diningtable", "dog", "horse", "motorbike", "person", "pottedplant", "sheep", "sofa", "train", "tvmonitor"};
 
-void draw_detection(image im, float *box, int side, int bg, char *label)
+void draw_detection(image im, float *box, int side, char *label)
 {
     int classes = 20;
-    int elems = 4+classes+bg;
+    int elems = 4+classes;
     int j;
     int r, c;
 
     for(r = 0; r < side; ++r){
         for(c = 0; c < side; ++c){
-            j = (r*side + c) * elems + bg;
+            j = (r*side + c) * elems;
             int class = max_index(box+j, classes);
             if(box[j+class] > .2){
                 printf("%f %s\n", box[j+class], class_names[class]);
@@ -212,6 +212,7 @@ void test_detection(char *cfgfile, char *weightfile)
         load_weights(&net, weightfile);
     }
     detection_layer layer = get_network_detection_layer(net);
+    if (!layer.joint) fprintf(stderr, "Detection layer should use joint prediction to draw correctly.\n");
     int im_size = 448;
     set_batch_network(&net, 1);
     srand(2222222);
@@ -227,7 +228,7 @@ void test_detection(char *cfgfile, char *weightfile)
         time=clock();
         float *predictions = network_predict(net, X);
         printf("%s: Predicted in %f seconds.\n", filename, sec(clock()-time));
-        draw_detection(im, predictions, 7, layer.background || layer.objectness, "predictions");
+        draw_detection(im, predictions, 7, "predictions");
         free_image(im);
         free_image(sized);
         #ifdef OPENCV
diff --git a/src/image.c b/src/image.c
index 45911031..f5c23598 100644
--- a/src/image.c
+++ b/src/image.c
@@ -577,13 +577,6 @@ image resize_image(image im, int w, int h)
 void test_resize(char *filename)
 {
     image im = load_image(filename, 0,0, 3);
-    image small = resize_image(im, 65, 63);
-    image big = resize_image(im, 513, 512);
-    image crop = crop_image(im, 50, 10, 100, 100);
-    image crop2 = crop_image(im, -30, -50, 291, 400);
-    image rot = rotate_image(big, .02);
-    image rot2 = rotate_image(big, 3.14159265/2.);
-    image test = rotate_image(im, .6);
     image gray = grayscale_image(im);
 
     image sat2 = copy_image(im);