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  • $\begingroup$ I think you just need to look at the VAD literature more carefully. Did you search for "robust" VAD or noisy VAD? I found too many papers to enumerate. You can create more training data by superimposing clean speech signals with noise, and ambient sound. Welcome to the site! $\endgroup$ Commented May 22, 2018 at 21:53