Fair comparison

cfg/alexnet.cfg

 [net]
 batch=128
-subdivisions=128
+subdivisions=1
 height=256
 width=256
 channels=3

cfg/darknet.cfg

@@ -23,13 +23,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=16
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -41,13 +34,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=32
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -59,13 +45,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=64
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -77,13 +56,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=128
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -95,13 +67,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=256
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -113,13 +78,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=512
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -131,13 +89,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=1024
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [avgpool]
 
 [dropout]

cfg/strided.cfg

 [net]
 batch=128
-subdivisions=128
+subdivisions=4
 height=256
 width=256
 channels=3

cfg/vgg-16.cfg

 [net]
 batch=128
-subdivisions=128
+subdivisions=4
 height=256
 width=256
 channels=3