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Usable Layers

ProGamerGov edited this page Sep 25, 2020 · 10 revisions

Usable Layers

Every model created with Dream-Creator and all 3 starter models all basically share the same layers.


The first set of layers are:

conv1
conv1_relu
pool1
localresponsenorm1
conv2
conv2_relu
conv3
conv3_relu
localresponsenorm2
pool2

The main layers are (including mixed and aux) are:

mixed3a
mixed3b
pool3
mixed4a
aux1
mixed4b
mixed4c
mixed4d
aux2
mixed4e
pool4
mixed5a
mixed5b
fc

Every Mixed layer has branches composed of sub layers:

# Branch one        
conv_1x1
conv_1x1_relu

# Branch two
conv_3x3_reduce
conv_3x3_reduce_relu
conv_3x3
conv_3x3_relu

# Branch three
conv_5x5_reduce
conv_5x5_reduce_relu
conv_5x5
conv_5x5_relu

# Branch four
pool
pool_proj
pool_proj_relu

Every aux branch has the following sub layers:

avg_pool
loss_conv
loss_conv_relu
loss_fc
loss_fc_relu
loss_dropout
loss_classifier

When visualizing features and freezing parts of a model, layers and sub layers should be separated with a /, \, or .. Examples: mixed4b/conv_5x5, mixed5a\conv_1x1, and aux1.loss_fc_relu.


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