Layer (type)                 Output Shape              Param #
=================================================================
conv2d_1 (Conv2D)            (None, 32, 32, 64)        1792
_________________________________________________________________
activation_1 (Activation)    (None, 32, 32, 64)        0
_________________________________________________________________
batch_normalization_1 (Batch (None, 32, 32, 64)        256
_________________________________________________________________
dropout_1 (Dropout)          (None, 32, 32, 64)        0
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 32, 32, 64)        36928
_________________________________________________________________
activation_2 (Activation)    (None, 32, 32, 64)        0
_________________________________________________________________
batch_normalization_2 (Batch (None, 32, 32, 64)        256
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 16, 16, 64)        0
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 16, 16, 128)       73856
_________________________________________________________________
activation_3 (Activation)    (None, 16, 16, 128)       0
_________________________________________________________________
batch_normalization_3 (Batch (None, 16, 16, 128)       512
_________________________________________________________________
dropout_2 (Dropout)          (None, 16, 16, 128)       0
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 16, 16, 128)       147584
_________________________________________________________________
activation_4 (Activation)    (None, 16, 16, 128)       0
_________________________________________________________________
batch_normalization_4 (Batch (None, 16, 16, 128)       512
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 8, 8, 128)         0
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 8, 8, 256)         295168
_________________________________________________________________
activation_5 (Activation)    (None, 8, 8, 256)         0
_________________________________________________________________
batch_normalization_5 (Batch (None, 8, 8, 256)         1024
_________________________________________________________________
dropout_3 (Dropout)          (None, 8, 8, 256)         0
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 8, 8, 256)         590080
_________________________________________________________________
activation_6 (Activation)    (None, 8, 8, 256)         0
_________________________________________________________________
batch_normalization_6 (Batch (None, 8, 8, 256)         1024
_________________________________________________________________
dropout_4 (Dropout)          (None, 8, 8, 256)         0
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 8, 8, 256)         590080
_________________________________________________________________
activation_7 (Activation)    (None, 8, 8, 256)         0
_________________________________________________________________
batch_normalization_7 (Batch (None, 8, 8, 256)         1024
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 4, 4, 256)         0
_________________________________________________________________
conv2d_8 (Conv2D)            (None, 4, 4, 512)         1180160
_________________________________________________________________
activation_8 (Activation)    (None, 4, 4, 512)         0
_________________________________________________________________
batch_normalization_8 (Batch (None, 4, 4, 512)         2048
_________________________________________________________________
dropout_5 (Dropout)          (None, 4, 4, 512)         0
_________________________________________________________________
conv2d_9 (Conv2D)            (None, 4, 4, 512)         2359808
_________________________________________________________________
activation_9 (Activation)    (None, 4, 4, 512)         0
_________________________________________________________________
batch_normalization_9 (Batch (None, 4, 4, 512)         2048
_________________________________________________________________
dropout_6 (Dropout)          (None, 4, 4, 512)         0
_________________________________________________________________
conv2d_10 (Conv2D)           (None, 4, 4, 512)         2359808
_________________________________________________________________
activation_10 (Activation)   (None, 4, 4, 512)         0
_________________________________________________________________
batch_normalization_10 (Batc (None, 4, 4, 512)         2048
_________________________________________________________________
max_pooling2d_4 (MaxPooling2 (None, 2, 2, 512)         0
_________________________________________________________________
conv2d_11 (Conv2D)           (None, 2, 2, 512)         2359808
_________________________________________________________________
activation_11 (Activation)   (None, 2, 2, 512)         0
_________________________________________________________________
batch_normalization_11 (Batc (None, 2, 2, 512)         2048
_________________________________________________________________
dropout_7 (Dropout)          (None, 2, 2, 512)         0
_________________________________________________________________
conv2d_12 (Conv2D)           (None, 2, 2, 512)         2359808
_________________________________________________________________
activation_12 (Activation)   (None, 2, 2, 512)         0
_________________________________________________________________
batch_normalization_12 (Batc (None, 2, 2, 512)         2048
_________________________________________________________________
dropout_8 (Dropout)          (None, 2, 2, 512)         0
_________________________________________________________________
conv2d_13 (Conv2D)           (None, 2, 2, 512)         2359808
_________________________________________________________________
activation_13 (Activation)   (None, 2, 2, 512)         0
_________________________________________________________________
batch_normalization_13 (Batc (None, 2, 2, 512)         2048
_________________________________________________________________
max_pooling2d_5 (MaxPooling2 (None, 1, 1, 512)         0
_________________________________________________________________
dropout_9 (Dropout)          (None, 1, 1, 512)         0
_________________________________________________________________
flatten_1 (Flatten)          (None, 512)               0
_________________________________________________________________
dense_1 (Dense)              (None, 512)               262656
_________________________________________________________________
activation_14 (Activation)   (None, 512)               0
_________________________________________________________________
batch_normalization_14 (Batc (None, 512)               2048
_________________________________________________________________
dropout_10 (Dropout)         (None, 512)               0
_________________________________________________________________
dense_2 (Dense)              (None, 10)                5130
_________________________________________________________________
activation_15 (Activation)   (None, 10)                0
=================================================================
Total params: 15,001,418
Trainable params: 14,991,946
Non-trainable params: 9,472
_________________________________________________________________