Activation maximization applied to a speech command DNN, followed by WaveNet synthesis, produces class-specific utterances that human evaluators can interpret, supporting its use for model debugging.
We gratefully ac- knowledge the support of NVIDIA Corporation with the dona- tion of the Titan Xp & V GPUs used for this research
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Towards Debugging Deep Neural Networks by Generating Speech Utterances
Activation maximization applied to a speech command DNN, followed by WaveNet synthesis, produces class-specific utterances that human evaluators can interpret, supporting its use for model debugging.