Why 2D convolutions over a spectrogram instead of 1D convolutions over the waveform? It seems strange to do that small amount of feature extraction if deep lear

Why 2D convolutions over a spectrogram instead of 1D convolutions over the waveform? It seems strange to do that small amount of feature extraction if deep learning is being used anyway.