Why did you choose a 1 second window length for the spectrogram. Also, while this article covers preprocessing in the making of the spectrogram, it did not discuss preprocessing of the spectrogram image itself. Was there any significant preprocessing made to the spectrogram before it was fed into the CNN such as a resizing?