Name:  Kernel5padding2last3
Layer 1 	 ZeroPadding2D((2, 2), (2, 2))
Layer 2 	 Conv2D( filters = 32, kernel = (5, 5), activation = relu)
Layer 3 	 BatchNormalization()

Layer 4 	 MaxPooling2D( pool_size = (2, 2), strides = (2, 2))
Layer 5 	 ZeroPadding2D((2, 2), (2, 2))
Layer 6 	 Conv2D( filters = 64, kernel = (5, 5), activation = relu)
Layer 7 	 BatchNormalization()

Layer 8 	 MaxPooling2D( pool_size = (2, 2), strides = (2, 2))
Layer 9 	 ZeroPadding2D((2, 2), (2, 2))
Layer 10 	 Conv2D( filters = 128, kernel = (5, 5), activation = relu)
Layer 11 	 BatchNormalization()

Layer 12 	 MaxPooling2D( pool_size = (2, 2), strides = (2, 2))
Layer 13 	 ZeroPadding2D((2, 2), (2, 2))
Layer 14 	 Conv2D( filters = 256, kernel = (5, 5), activation = relu)
Layer 15 	 BatchNormalization()

Layer 16 	 MaxPooling2D( pool_size = (2, 2), strides = (2, 2))
Layer 17 	 ZeroPadding2D((2, 2), (2, 2))
Layer 18 	 Conv2D( filters = 512, kernel = (5, 5), activation = relu)
Layer 19 	 BatchNormalization()

Layer 20 	 ZeroPadding2D((2, 2), (2, 2))
Layer 21 	 Conv2D( filters = 512, kernel = (5, 5), activation = relu)
Layer 22 	 BatchNormalization()

Layer 23 	 UpSampling2D( size = (2, 2))
Layer 24 	 ZeroPadding2D((2, 2), (2, 2))
Layer 25 	 Conv2D( filters = 256, kernel = (5, 5), activation = relu)
Layer 26 	 BatchNormalization()

Layer 27 	 UpSampling2D( size = (2, 2))
Layer 28 	 ZeroPadding2D((2, 2), (2, 2))
Layer 29 	 Conv2D( filters = 128, kernel = (5, 5), activation = relu)
Layer 30 	 BatchNormalization()

Layer 31 	 UpSampling2D( size = (2, 2))
Layer 32 	 ZeroPadding2D((2, 2), (2, 2))
Layer 33 	 Conv2D( filters = 64, kernel = (5, 5), activation = relu)
Layer 34 	 BatchNormalization()

Layer 35 	 UpSampling2D( size = (2, 2))
Layer 36 	 ZeroPadding2D((3, 3), (3, 3))
Layer 37 	 Conv2D( filters = 32, kernel = (5, 5), activation = relu)
Layer 38 	 BatchNormalization()

Layer 39 	 Conv2D( filters = 4, kernel = (1, 1), activation = linear)
Layer 40 	 Activation( softmax )


 32/100 [========>.....................] - ETA: 3s
 64/100 [==================>...........] - ETA: 1s
 96/100 [===========================>..] - ETA: 0s
100/100 [==============================] - 2s 23ms/step
Test loss: 0.37821658968925476
Test accuracy: 0.8860805583000183