_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
batch_normalization_1 (Batch (None, 96, 96, 1)         4         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 96, 96, 32)        832       
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 48, 48, 32)        0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 48, 48, 64)        18496     
_________________________________________________________________
batch_normalization_2 (Batch (None, 48, 48, 64)        256       
_________________________________________________________________
activation_1 (Activation)    (None, 48, 48, 64)        0         
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 48, 48, 64)        36928     
_________________________________________________________________
batch_normalization_3 (Batch (None, 48, 48, 64)        256       
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 24, 24, 64)        0         
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 24, 24, 128)       73856     
_________________________________________________________________
batch_normalization_4 (Batch (None, 24, 24, 128)       512       
_________________________________________________________________
activation_2 (Activation)    (None, 24, 24, 128)       0         
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 24, 24, 128)       147584    
_________________________________________________________________
batch_normalization_5 (Batch (None, 24, 24, 128)       512       
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 12, 12, 128)       0         
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 12, 12, 256)       295168    
_________________________________________________________________
batch_normalization_6 (Batch (None, 12, 12, 256)       1024      
_________________________________________________________________
activation_3 (Activation)    (None, 12, 12, 256)       0         
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 12, 12, 256)       590080    
_________________________________________________________________
batch_normalization_7 (Batch (None, 12, 12, 256)       1024      
_________________________________________________________________
max_pooling2d_4 (MaxPooling2 (None, 6, 6, 256)         0         
_________________________________________________________________
conv2d_8 (Conv2D)            (None, 6, 6, 512)         1180160   
_________________________________________________________________
batch_normalization_8 (Batch (None, 6, 6, 512)         2048      
_________________________________________________________________
activation_4 (Activation)    (None, 6, 6, 512)         0         
_________________________________________________________________
conv2d_9 (Conv2D)            (None, 6, 6, 512)         2359808   
_________________________________________________________________
batch_normalization_9 (Batch (None, 6, 6, 512)         2048      
_________________________________________________________________
max_pooling2d_5 (MaxPooling2 (None, 3, 3, 512)         0         
_________________________________________________________________
conv2d_10 (Conv2D)           (None, 1, 1, 1024)        4719616   
_________________________________________________________________
conv2d_11 (Conv2D)           (None, 1, 1, 512)         524800    
_________________________________________________________________
flatten_1 (Flatten)          (None, 512)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 256)               131328    
_________________________________________________________________
dropout_1 (Dropout)          (None, 256)               0         
_________________________________________________________________
dense_2 (Dense)              (None, 30)                7710      
=================================================================
Total params: 10,094,050
Trainable params: 10,090,208
Non-trainable params: 3,842
_________________________________________________________________