From eaf033c0570308dfcd381ed61d274c7f5add7cfc Mon Sep 17 00:00:00 2001 From: Joseph Redmon <pjreddie@gmail.com> Date: Mon, 09 Nov 2015 21:27:02 +0000 Subject: [PATCH] Added tiny yolo model --- cfg/yolo-small.cfg | 182 +++++++++++++++++++++++++++------------------ 1 files changed, 108 insertions(+), 74 deletions(-) diff --git a/cfg/yolo-small.cfg b/cfg/yolo-small.cfg index e1be1ac..2a84485 100644 --- a/cfg/yolo-small.cfg +++ b/cfg/yolo-small.cfg @@ -4,202 +4,236 @@ height=448 width=448 channels=3 -learning_rate=0.01 momentum=0.9 decay=0.0005 -seen = 0 + +learning_rate=0.001 +policy=steps +steps=200,400,600,20000,30000 +scales=2.5,2,2,.1,.1 +max_batches = 40000 [crop] crop_width=448 crop_height=448 flip=0 angle=0 -saturation = 2 -exposure = 2 +saturation = 1.5 +exposure = 1.5 [convolutional] filters=64 size=7 stride=2 pad=1 -activation=ramp +activation=leaky + +[maxpool] +size=2 +stride=2 [convolutional] filters=192 size=3 -stride=2 +stride=1 pad=1 -activation=ramp +activation=leaky + +[maxpool] +size=2 +stride=2 [convolutional] filters=128 size=1 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=256 size=3 +stride=1 +pad=1 +activation=leaky + +[convolutional] +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +filters=512 +size=3 +stride=1 +pad=1 +activation=leaky + +[maxpool] +size=2 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 +activation=leaky [convolutional] filters=512 size=3 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=256 size=1 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=512 size=3 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=256 size=1 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=512 size=3 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=256 size=1 stride=1 pad=1 -activation=ramp +activation=leaky [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 +activation=leaky [convolutional] filters=512 size=1 stride=1 pad=1 -activation=ramp +activation=leaky [convolutional] filters=1024 size=3 stride=1 pad=1 -activation=ramp +activation=leaky + +[maxpool] +size=2 +stride=2 + +[convolutional] +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +filters=1024 +size=3 +stride=1 +pad=1 +activation=leaky + +[convolutional] +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +filters=1024 +size=3 +stride=1 +pad=1 +activation=leaky + +####### [convolutional] size=3 stride=1 pad=1 filters=1024 -activation=ramp +activation=leaky [convolutional] size=3 stride=2 pad=1 filters=1024 -activation=ramp +activation=leaky [convolutional] size=3 stride=1 pad=1 filters=1024 -activation=ramp +activation=leaky [convolutional] size=3 stride=1 pad=1 -filters=512 -activation=ramp +filters=1024 +activation=leaky [connected] -output=2048 -activation=ramp +output=512 +activation=leaky + +[connected] +output=4096 +activation=leaky [dropout] probability=.5 [connected] -output=1225 -activation=logistic +output= 1470 +activation=linear [detection] classes=20 coords=4 rescore=1 -joint=1 -objectness = 0 -background=0 +side=7 +num=2 +softmax=0 +sqrt=1 +jitter=.2 + +object_scale=1 +noobject_scale=.5 +class_scale=1 +coord_scale=5 + -- Gitblit v1.10.0