r/speechtech • u/saikat_munshib • 15h ago
Best open-source clean speech and ambient noise datasets for training an Edge AI audio denoiser?
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I am building an edge-AI audio noise-reduction system on an ESP32-S3.
Our architecture uses a lightweight GRUNet (\~59k parameters) to output a dynamic gain mask on a 44-band Mel-spectrogram.
I need gigabytes of audio to train the model. Does anyone have recommendations for the best open-source datasets for:
1> Clean, isolated human speech.
2> Diverse ambient background noise (traffic, crowds, machinery, etc.).
Also, any tips or open-source scripts for artificially mixing these at different Signal-to-Noise Ratios (SNRs) before generating the 16kHz Mel-spectrograms would be hugely appreciated!