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LipNet_org-report.txt
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Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
the_input (InputLayer) [(None, 75, 100, 50, 3)] 0
_________________________________________________________________
zero1 (ZeroPadding3D) (None, 77, 104, 54, 3) 0
_________________________________________________________________
conv1 (Conv3D) (None, 75, 50, 25, 32) 7232
_________________________________________________________________
batc1 (BatchNormalization) (None, 75, 50, 25, 32) 128
_________________________________________________________________
actv1 (Activation) (None, 75, 50, 25, 32) 0
_________________________________________________________________
spatial_dropout3d (SpatialDr (None, 75, 50, 25, 32) 0
_________________________________________________________________
max1 (MaxPooling3D) (None, 75, 25, 12, 32) 0
_________________________________________________________________
zero2 (ZeroPadding3D) (None, 77, 29, 16, 32) 0
_________________________________________________________________
conv2 (Conv3D) (None, 75, 25, 12, 64) 153664
_________________________________________________________________
batc2 (BatchNormalization) (None, 75, 25, 12, 64) 256
_________________________________________________________________
actv2 (Activation) (None, 75, 25, 12, 64) 0
_________________________________________________________________
spatial_dropout3d_1 (Spatial (None, 75, 25, 12, 64) 0
_________________________________________________________________
max2 (MaxPooling3D) (None, 75, 12, 6, 64) 0
_________________________________________________________________
zero3 (ZeroPadding3D) (None, 77, 14, 8, 64) 0
_________________________________________________________________
conv3 (Conv3D) (None, 75, 12, 6, 96) 165984
_________________________________________________________________
batc3 (BatchNormalization) (None, 75, 12, 6, 96) 384
_________________________________________________________________
actv3 (Activation) (None, 75, 12, 6, 96) 0
_________________________________________________________________
spatial_dropout3d_2 (Spatial (None, 75, 12, 6, 96) 0
_________________________________________________________________
max3 (MaxPooling3D) (None, 75, 6, 3, 96) 0
_________________________________________________________________
time_distributed (TimeDistri (None, 75, 1728) 0
_________________________________________________________________
bidirectional (Bidirectional (None, 75, 512) 3048960
_________________________________________________________________
bidirectional_1 (Bidirection (None, 75, 512) 1181184
_________________________________________________________________
dense1 (Dense) (None, 75, 28) 14364
_________________________________________________________________
softmax (Activation) (None, 75, 28) 0
=================================================================
Total params: 4,572,156
Trainable params: 4,571,772
Non-trainable params: 384
_________________________________________________________________