From c2738835f0a2435ab03f411af3d168aec389d2a6 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Tue, 08 Dec 2015 01:18:04 +0000
Subject: [PATCH] Faster batch normalization

---
 cfg/darknet.cfg |   22 ++++++++++++----------
 1 files changed, 12 insertions(+), 10 deletions(-)

diff --git a/cfg/darknet.cfg b/cfg/darknet.cfg
index f52ff3f..85497a3 100644
--- a/cfg/darknet.cfg
+++ b/cfg/darknet.cfg
@@ -6,10 +6,11 @@
 channels=3
 momentum=0.9
 decay=0.0005
-learning_rate=0.01
+
+learning_rate=0.1
 policy=poly
-power=.5
-max_batches=600000
+power=4
+max_batches=500000
 
 [crop]
 crop_height=224
@@ -27,7 +28,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -38,7 +39,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -49,7 +50,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -60,7 +61,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -71,7 +72,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -82,7 +83,7 @@
 activation=leaky
 
 [maxpool]
-size=3
+size=2
 stride=2
 
 [convolutional]
@@ -99,9 +100,10 @@
 
 [connected]
 output=1000
-activation=linear
+activation=leaky
 
 [softmax]
+groups=1
 
 [cost]
 type=sse

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