Gammatone filter vs 2D FFT for spectograms
An FFT is a linearly spaced frequency filter bank of fixed length.  To characterize speech more like the human ear-brain combination, a log or MEL frequency spaced filter bank, with differing filter response lengths for different frequency/pitch wavelengths, is a better match.  An array of gamma tone filter kernels is more like the latter than is an FFT.