Audio Super-Resolution on VCTK Multi-Speaker

Metric: Log-Spectral Distance (higher is better)

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#	Model↕	Log-Spectral Distance▼	Extra Data	Paper	Date↕	Code
1	U-Net	3.1	No	Audio Super Resolution using Neural Networks	2017-08-02	Code
2	U-Net + TFiLM	1.8	No	-	-	Code
3	U-Net + AFiLM	1.7	No	Self-Attention for Audio Super-Resolution	2021-08-26	Code
4	TUNet	1.36	No	TUNet: A Block-online Bandwidth Extension Model ...	2021-10-26	Code
5	TUNet + MSM pre-training	1.28	No	TUNet: A Block-online Bandwidth Extension Model ...	2021-10-26	Code
6	NVSR	0.78	No	Neural Vocoder is All You Need for Speech Super-...	2022-03-28	Code
7	CMGAN	0.76	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code

#1U-NetSOTA
3.1
Log-Spectral Distance· 2017-08-02
Audio Super Resolution using Neural Networks Code
#2U-Net + TFiLM
1.8
Log-Spectral Distance
No paperCode
#3U-Net + AFiLM
1.7
Log-Spectral Distance· 2021-08-26
Self-Attention for Audio Super-Resolution Code
#4TUNet
1.36
Log-Spectral Distance· 2021-10-26
TUNet: A Block-online Bandwidth Extension Model based on Transformers and Self-supervised Pretraining Code
#5TUNet + MSM pre-training
1.28
Log-Spectral Distance· 2021-10-26
TUNet: A Block-online Bandwidth Extension Model based on Transformers and Self-supervised Pretraining Code
#6NVSR
0.78
Log-Spectral Distance· 2022-03-28
Neural Vocoder is All You Need for Speech Super-resolution Code
#7CMGAN
0.76
Log-Spectral Distance· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code