Representing the architecture of a deep CNN
Will 64 filters be created for each channel (red, green and blue) of
the image?

No, Rather filters also will have 3 channels. It would be (333).
Its work something like this-

Borrowed from- http://datahacker.rs/convolution-rgb-image/
More here-
https://cs231n.github.io/convolutional-networks/.