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SotA/Audio/Speech Enhancement

Speech Enhancement

118 benchmarks982 papers

Speech Enhancement is a signal processing task that involves improving the quality of speech signals captured under noisy or degraded conditions. The goal of speech enhancement is to make speech signals clearer, more intelligible, and more pleasant to listen to, which can be used for various applications such as voice recognition, teleconferencing, and hearing aids. A representative Github project with online demo : ClearerVoice-Studio.

<span style="color:grey; opacity: 0.6">( Image credit: A Fully Convolutional Neural Network For Speech Enhancement )</span>

Benchmarks

Speech Enhancement on VoiceBank + DEMAND

PESQ (wb)COVLCSIGCBAKSTOIPara. (M)SSNRSI-SDRESTOI

Speech Enhancement on Deep Noise Suppression (DNS) Challenge

PESQ-WBSI-SDR-WBPESQ-NBSTOINumber of parameters (M)FLOPS (G)ESTOISSNRPESQSI-SDR-NBΔPESQ

Speech Enhancement on WHAMR!

PESQSI-SDRESTOISRMRΔPESQSI-SNRSDRSI-SDRi

Speech Enhancement on CHiME-3

SDRPESQΔPESQSTOI

Speech Enhancement on EARS-WHAM

PESQ-WBSI-SDRESTOISIGMOSDNSMOSPOLQA

Speech Enhancement on DNS Challenge

PESQ-NBPESQ-WB

Speech Enhancement on EasyCom

Audio Quality MOSSDRPESQSTOIViSQOLHASQIESTOIHASPISI-SDRSIIBSNRSegSNR

Speech Enhancement on VB-DemandEx

ESTOINumber of parameters (M)PESQ (wb)SI-SDRSSNR

Speech Enhancement on WSJ0 + DEMAND + RNNoise

PESQ-NB

Speech Enhancement on RealMAN

DNSMOS BAKDNSMOS OVRLDNSMOS SIGPESQ-WBDNSMOS

Speech Enhancement on VoiceBank+DEMAND

PESQDNSMOSDNSMOS BAKDNSMOS OVRLDNSMOS SIGESTOISI-SDRPESQ (wb)

Speech Enhancement on DEMAND

CBAKCOVLCSIGPESQ

Speech Enhancement on EARS-Reverb

PESQ-WBSI-SDRESTOISIGMOSMOS Reverb

Speech Enhancement on GRID corpus (mixed-speech)

PESQ

Speech Enhancement on LibriSpeechDuplicate

Audio Quality MOS

Speech Enhancement on TCD-TIMIT corpus (mixed-speech)

PESQ

Speech Enhancement on VCTK

LSD

Speech Enhancement on VibraVox (forehead accelerometer)

Noresqua-MOSSTOIPER (wav2vec2)EER (ECAPA2)

Speech Enhancement on VibraVox (rigid in-ear microphone)

STOINoresqua-MOSPER (wav2vec2)EER (ECAPA2)

Speech Enhancement on VibraVox (soft in-ear microphone)

Noresqua-MOSSTOIPER (wav2vec2)EER (ECAPA2)

Speech Enhancement on VibraVox (temple vibration pickup)

Noresqua-MOSSTOIPER (wav2vec2)EER (ECAPA2)

Speech Enhancement on VibraVox (throat microphone)

Noresqua-MOSSTOIPER (wav2vec2)EER (ECAPA2)

Speech Enhancement on WHAM!

PESQSDRSI-SNR

Speech Enhancement on WHAMR_ext

ESTOIPESQSI-SDRSI-SDRiSRMR

Speech Enhancement on spatialized DNS challenge

PESQSI-SDRSTOI

Speech Enhancement on spatialized WSJCAM0

PESQSI-SDRSTOI