

Fregrad
Overview :
FreGrad is a lightweight and fast frequency-aware diffusion audio codec designed to generate realistic audio. Its framework includes discrete wavelet transform, frequency-aware expansion convolution, and a series of quality enhancement techniques for model generation. In experiments, FreGrad achieves a 3.7x speedup in training speed and a 2.2x speedup in inference speed compared to baseline models, while reducing model size by 0.6x (only 1.78 million parameters) without sacrificing output quality.
Target Users :
FreGrad can be used in scenarios such as audio generation and speech synthesis.
Use Cases
Audio Generation Model Training
Speech Synthesis Application
Audio Processing Plugin
Features
Discrete Wavelet Transform
Frequency-Aware Expansion Convolution
Quality Enhancement Techniques
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