Neural Network: Spectrogram Dimension
Depends on on what kind of feature(s) you want your CNN trained.  With 2D convolution, convolution in the F dimension of a T-F spectrogram will produce something like a real cepstrum, which has proved useful in speech recognition and musical pitch detection.