diff --git a/Makefile b/Makefile
index 986759fe..9db41a88 100644
--- a/Makefile
+++ b/Makefile
@@ -44,7 +44,7 @@ NVCC=nvcc
 OPTS=-Ofast
 LDFLAGS= -lm -pthread 
 COMMON= 
-CFLAGS=-Wall -Wfatal-errors -ffp-contract=fast -mavx
+CFLAGS=-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -ffp-contract=fast -mavx
 
 ifeq ($(DEBUG), 1) 
 OPTS=-O0 -g
diff --git a/scripts/get_coco_dataset.sh b/scripts/get_coco_dataset.sh
new file mode 100644
index 00000000..28463015
--- /dev/null
+++ b/scripts/get_coco_dataset.sh
@@ -0,0 +1,31 @@
+#!/bin/bash
+
+# Clone COCO API
+git clone https://github.com/pdollar/coco
+cd coco
+
+mkdir images
+cd images
+
+# Download Images
+wget -c https://pjreddie.com/media/files/train2014.zip
+wget -c https://pjreddie.com/media/files/val2014.zip
+
+# Unzip
+unzip -q train2014.zip
+unzip -q val2014.zip
+
+cd ..
+
+# Download COCO Metadata
+wget -c https://pjreddie.com/media/files/instances_train-val2014.zip
+wget -c https://pjreddie.com/media/files/coco/5k.part
+wget -c https://pjreddie.com/media/files/coco/trainvalno5k.part
+wget -c https://pjreddie.com/media/files/coco/labels.tgz
+tar xzf labels.tgz
+unzip -q instances_train-val2014.zip
+
+# Set Up Image Lists
+paste <(awk "{print \"$PWD\"}" <5k.part) 5k.part | tr -d '\t' > 5k.txt
+paste <(awk "{print \"$PWD\"}" <trainvalno5k.part) trainvalno5k.part | tr -d '\t' > trainvalno5k.txt
+
diff --git a/src/detector.c b/src/detector.c
index 25968e66..6d7689ef 100644
--- a/src/detector.c
+++ b/src/detector.c
@@ -605,7 +605,7 @@ void validate_detector_map(char *datacfg, char *cfgfile, char *weightfile, float
 			int nboxes = 0;
 			int letterbox = (args.type == LETTERBOX_DATA);
 			float hier_thresh = 0;
-			detection *dets = get_network_boxes(&net, 1, 1, thresh, hier_thresh, 0, 1, &nboxes, letterbox);
+			detection *dets = get_network_boxes(&net, 1, 1, thresh, hier_thresh, 0, 0, &nboxes, letterbox);
 			if (nms) do_nms_sort_v3(dets, nboxes, l.classes, nms);
 
 			char labelpath[4096];
diff --git a/src/network.c b/src/network.c
index 438829ac..8c713fb0 100644
--- a/src/network.c
+++ b/src/network.c
@@ -555,6 +555,9 @@ void custom_get_region_detections(layer l, int w, int h, int net_w, int net_h, f
 
 	free(boxes);
 	free_ptrs((void **)probs, l.w*l.h*l.n);
+
+	//correct_region_boxes(dets, l.w*l.h*l.n, w, h, net_w, net_h, relative);
+	correct_yolo_boxes(dets, l.w*l.h*l.n, w, h, net_w, net_h, relative, letter);
 }
 
 void fill_network_boxes(network *net, int w, int h, float thresh, float hier, int *map, int relative, detection *dets, int letter)
diff --git a/src/yolo_layer.h b/src/yolo_layer.h
index fb9712aa..0c2f5016 100644
--- a/src/yolo_layer.h
+++ b/src/yolo_layer.h
@@ -11,6 +11,7 @@ void backward_yolo_layer(const layer l, network_state state);
 void resize_yolo_layer(layer *l, int w, int h);
 int yolo_num_detections(layer l, float thresh);
 int get_yolo_detections(layer l, int w, int h, int netw, int neth, float thresh, int *map, int relative, detection *dets, int letter);
+void correct_yolo_boxes(detection *dets, int n, int w, int h, int netw, int neth, int relative, int letter);
 
 #ifdef GPU
 void forward_yolo_layer_gpu(const layer l, network_state state);