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Multichannel support

a.oberstrass requested to merge multichannel_support into master

Allows to combine input arguments with multiple and different numbers of channels (e.g. RGB, Grayscale, and Masks) by allowing to set input_dimension manually.

Also adds support for multichannel output.

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