diff --git a/cfg/yolo-small.cfg b/cfg/yolo-small.cfg
new file mode 100644
index 00000000..e1be1ace
--- /dev/null
+++ b/cfg/yolo-small.cfg
@@ -0,0 +1,205 @@
+[net]
+batch=64
+subdivisions=64
+height=448
+width=448
+channels=3
+learning_rate=0.01
+momentum=0.9
+decay=0.0005
+seen = 0
+
+[crop]
+crop_width=448
+crop_height=448
+flip=0
+angle=0
+saturation = 2
+exposure = 2
+
+[convolutional]
+filters=64
+size=7
+stride=2
+pad=1
+activation=ramp
+
+[convolutional]
+filters=192
+size=3
+stride=2
+pad=1
+activation=ramp
+
+[convolutional]
+filters=128
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=3
+stride=2
+pad=1
+activation=ramp
+
+[convolutional]
+filters=128
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=128
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=3
+stride=2
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=256
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=1024
+size=3
+stride=2
+pad=1
+activation=ramp
+
+[convolutional]
+filters=512
+size=1
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+filters=1024
+size=3
+stride=1
+pad=1
+activation=ramp
+
+[convolutional]
+size=3
+stride=1
+pad=1
+filters=1024
+activation=ramp
+
+[convolutional]
+size=3
+stride=2
+pad=1
+filters=1024
+activation=ramp
+
+[convolutional]
+size=3
+stride=1
+pad=1
+filters=1024
+activation=ramp
+
+[convolutional]
+size=3
+stride=1
+pad=1
+filters=512
+activation=ramp
+
+[connected]
+output=2048
+activation=ramp
+
+[dropout]
+probability=.5
+
+[connected]
+output=1225
+activation=logistic
+
+[detection]
+classes=20
+coords=4
+rescore=1
+joint=1
+objectness = 0
+background=0