NovaSR: Pushing the Limits of Extreme Efficiency in Audio Super-Resolution

This is the model for NovaSR, a tiny 50kB audio upsampling model that upscales muffled 16khz audio into clear and crisp 48khz audio at speeds from 100-3500x realtime.

Details

• Model Size: 52kB for pytorch version
• Input Rate: 16kHz
• Output Rate: 48kHz
• Inference Speed: 300-3500x realtime depending on gpu

Comparisons

Comparisons were done on A100 gpu. Higher realtime means faster processing speeds. Comparison on CPU are coming soon.

Examples

Random 3s examples from datasets

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Usage

Please check out the github repo for usage: https://github.com/ysharma3501/NovaSR

You can also try it on spaces: https://huggingface.co/spaces/YatharthS/NovaSR

If you find the model/code helpful, stars or likes would be appreciated. Thank you.