Dealing with Grayscale

[eladmw]

Creating a new axis for rgb is fine, but you could automatically implement this with a 2D Convolution. This is the example in keras:
input_tensor = Input(shape=(128,128,1) )
x = Conv2D(3,(3,3),padding='same',activation='relu')(input_tensor)