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ResearchFormerly WizWand

Speech Enhancement on DNS (test)

19.7SI-SDR (dB)Sudo rm-rf
8.7811.61514.4517.285Oct 19, 2021Nov 8, 2021Nov 28, 2021Dec 18, 2021Jan 7, 2022Jan 27, 2022Feb 17, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Sudo rm-rfTraining Mode=Supervised in-domain, U-ConvBlocks=32, Model Params=0.73M, Available Training Data=Clean DNS 100%, Noise DNS 100%, Mixture DNS 100%2022.0219.72.950.971
Sudo rm-rfTraining Mode=Supervised in-domain, U-ConvBlocks=8, Model Params=0.56M, Available Training Data=Clean DNS 100%, Noise DNS 100%, Mixture DNS 100%2022.0218.62.690.962
Supervised StudentSetting=Supervised In-domain, Model=Student (U=8), Params (10^6)=0.56, Clean Speech Ds (DNS)=100%, Clean Noise Dn (DNS)=100%2021.1018.62.690.962
RemixITTraining Mode=Semi-supervised, Role=Student, U-ConvBlocks=8 -> 16 -> 32, Model Params=0.73M, Available Training Data=Mixture DNS 100%2022.02182.60.959
RemixITSetting=Semi-supervised, Model=Student (U=32), Params (10^6)=0.73, Mixture Dm (DNS)=100%2021.10182.60.959
RemixITTraining Mode=Semi-supervised, Role=Teacher, U-ConvBlocks=8, Model Params=0.56M, Available Training Data=Clean Speech LFSD 100%, Noise LFSD 100%2022.0217.62.610.958
RemixITTraining Mode=Semi-supervised, Role=Student, U-ConvBlocks=8, Model Params=0.56M, Available Training Data=Mixture DNS 100%2022.0217.62.520.956
RemixITSetting=Semi-supervised, Model=Teacher (U=8), Params (10^6)=0.56, Clean Speech Ds (DNS)=100%, Clean Noise Dn (LFSD)=100%2021.1017.62.610.958
FullSubNet*Training Mode=Supervised in-domain, Model Params=5.6M, Available Training Data=Clean DNS 100%, Noise DNS 100%, Mixture DNS 100%2022.0217.32.780.961
FullSubNetSetting=Supervised In-domain, Params (10^6)=5.6, Clean Speech Ds (DNS)=100%, Clean Noise Dn (DNS)=100%2021.1017.32.780.961
RemixITTraining Mode=Unsupervised, Role=Student, U-ConvBlocks=8 -> 16 -> 32, Model Params=0.73M, Available Training Data=Mixture DNS 100%2022.02162.340.952
RemixITSetting=Unsupervised, Model=Student (U=32), Params (10^6)=0.97, Mixture Dm (DNS)=100%2021.10162.340.952
RemixITTraining Mode=Unsupervised, Role=Student, U-ConvBlocks=8, Model Params=0.56M, Available Training Data=Mixture DNS 100%2022.0215.52.270.947
RemixITTraining Mode=Unsupervised, Role=Teacher, U-ConvBlocks=8, Model Params=0.79M, Available Training Data=Noise LFSD 20%, Mixture DNS 80%2022.0214.82.150.94
RemixITSetting=Unsupervised, Model=Teacher (U=8), Params (10^6)=0.79, Clean Noise Dn (LFSD)=20%, Mixture Dm (DNS)=80%2021.1014.82.150.94
MixITBackbone=Sudo rm-rf, U-ConvBlocks=8, Model Params=0.79M, Noise Config=Extra OOD noise, Available Training Data=Noise LFSD 50%, Mixture DNS 100%2022.0214.52.030.93
MixITSetting=Unsupervised, Variant=Extra noise [9], Model=Student (U=8), Params (10^6)=0.79, Clean Noise Dn (LFSD)=50%, Mixture Dm (DNS)=100%2021.1014.52.030.93
MixITBackbone=Sudo rm-rf, U-ConvBlocks=8, Model Params=0.79M, Noise Config=In-domain noise, Available Training Data=Noise DNS 20%, Mixture DNS 80%2022.0214.42.130.933
MixITSetting=Unsupervised, Variant=In-domain, Model=Student (U=8), Params (10^6)=0.79, Clean Noise Dn (DNS)=20%, Mixture Dm (DNS)=80%2021.1014.42.130.933
MixITBackbone=Sudo rm-rf, U-ConvBlocks=8, Model Params=0.79M, Noise Config=OOD noise, Available Training Data=Noise LFSD 20%, Mixture DNS 100%2022.0214.32.020.933
MixITSetting=Unsupervised, Variant=OOD noise, Model=Student (U=8), Params (10^6)=0.79, Clean Noise Dn (LFSD)=20%, Mixture Dm (DNS)=100%2021.1014.32.020.933
Input Noisy MixtureDescription=Raw noisy audio input2022.029.21.580.915
Input Noisy Mixture2021.109.21.580.915