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Field Response
Intended Application & Domain: Generating waveform from mel spectrogram.
Model Type: Convolutional Neural Network (CNN)
Intended Users: This model is intended for developers to synthesize and generate waveforms from the AI-generated mel spectrograms.
Output: Audio Waveform
Describe how the model works: Model generates audio waveform corresponding to the input mel spectrogram.
Name the adversely impacted groups this has been tested to deliver comparable outcomes regardless of: Not Applicable
Technical Limitations: This may not perform well on synthetically-generated mel spectrograms that deviate significantly from the profile of mel spectrograms on which this was trained.
Verified to have met prescribed NVIDIA quality standards: Yes
Performance Metrics: Perceptual Evaluation of Speech Quality (PESQ), Virtual Speech Quality Objective Listener (VISQOL), Multi-resolution STFT (MRSTFT), Mel cepstral distortion (MCD), Periodicity RMSE, Voice/Unvoiced F1 Score (V/UV F1)
Potential Known Risks: This model may generate low-quality or distorted soundwaves.
Licensing: https://github.com/NVIDIA/BigVGAN/blob/main/LICENSE