Papers with Code · CC BY-SA 4.0

VoiceBank + DEMAND

아카이브 평가 42건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
ROSE-CD(PESQ)	PESQ (wb) 3.99 CSIG 4.63 CBAK 3.37 COVL 4.30 STOI 92.6 SSNR 0.927 Para. (M) 65 ESTOI 0.83 SI-SDR 0.40	Robust One-step Speech Enhancement via Consistency Distillation 2025-07-08	코드 1
PESQetarian	PESQ (wb) 3.82 CSIG 3.63 CBAK 2.49 COVL 3.5 STOI 0.92 SSNR -2.72 Para. (M) 30 ESTOI 0.84 SI-SDR -19.8	The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement 2024-06-05	연결 없음
Mamba-SEUNet L (+PCS)	PESQ (wb) 3.73 CSIG 4.82 CBAK 3.67 COVL 4.40 STOI 96 Para. (M) 6.28	Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement 2024-12-21	코드 1
Schrödinger bridge (PESQ loss)	PESQ (wb) 3.70	Investigating Training Objectives for Generative Speech Enhancement 2024-09-16	코드 1
SEMamba (+PCS)	PESQ (wb) 3.69 CSIG 4.79 CBAK 3.63 COVL 4.37 STOI 96 Para. (M) 2.25	An Investigation of Incorporating Mamba for Speech Enhancement 2024-05-10	코드 1
ZipEnhancer (S, \lamba_6 = 0)	PESQ (wb) 3.63 CSIG 4.81 CBAK 3.87 COVL 4.36 STOI 96.19 SSNR 8.33 Para. (M) 2.04 SI-SDR 19.09	연결 없음 논문 날짜 미기재	연결 없음
PrimeK-Net	PESQ (wb) 3.61 CSIG 4.81 CBAK 3.98 COVL 4.35 STOI 96 Para. (M) 1.41	PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement 2025-02-27	코드 1
ZipEnhancer (S, \lamba_6 = 0.2)	PESQ (wb) 3.61 CSIG 4.81 CBAK 3.97 COVL 4.35 STOI 96.22 SSNR 10.01 Para. (M) 2.04 SI-SDR 19.96	연결 없음 논문 날짜 미기재	연결 없음
MP-SENet	PESQ (wb) 3.60 CSIG 4.81 CBAK 3.99 COVL 4.34 STOI 0.96 Para. (M) 2.26	Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement 2023-08-17	코드 1
PCS_CS_WAVLM	PESQ (wb) 3.54 CSIG 4.75 CBAK 3.49 COVL 4.20 STOI 0.96	연결 없음 논문 날짜 미기재	연결 없음
xLSTM-SENet2	PESQ (wb) 3.53 CSIG 4.78 CBAK 3.98 COVL 4.27 STOI 0.96 Para. (M) 2.27	xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement 2025-01-10	코드 1
SCP-CMGAN	PESQ (wb) 3.52 CSIG 4.75 CBAK 3.97 COVL 4.25 STOI 96 SSNR 10.82	SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks 2022-10-26	연결 없음
ROSE-CD	PESQ (wb) 3.49 CSIG 4.523 CBAK 3.33 COVL 4.04 STOI 94.73 SSNR 3.34 Para. (M) 65 ESTOI 0.87 SI-SDR 17.80	Robust One-step Speech Enhancement via Consistency Distillation 2025-07-08	코드 1
D2Former	PESQ (wb) 3.43 Para. (M) 0.86	Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses 2021-02-03	코드 1 · 코드 2
CMGAN	PESQ (wb) 3.41 CSIG 4.63 CBAK 3.94 COVL 4.12 STOI 96 SSNR 11.1	CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement 2022-09-22	코드 1 · 코드 2
PCS	PESQ (wb) 3.35 CSIG 4.43 COVL 3.92 STOI 95	Perceptual Contrast Stretching on Target Feature for Speech Enhancement 2022-03-31	코드 1
D²Net	PESQ (wb) 3.27 CSIG 4.63 CBAK 3.18 COVL 3.92 STOI 96	D²Net: A Denoising and Dereverberation Network Based on Two-branch Encoder and Dual-path Transformer 2022-11-21	연결 없음
aTENNuate	PESQ (wb) 3.27 CSIG 4.57 CBAK 2.85 COVL 3.96 SI-SDR 15.04	aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio 2024-09-05	연결 없음
Centaurus (0.51M)	PESQ (wb) 3.25	Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions 2025-01-22	연결 없음
MetricGAN-OKD	PESQ (wb) 3.24 CSIG 4.23 CBAK 3.07 COVL 3.73 Para. (M) 1.89	MetricGAN-OKD: Multi-Metric Optimization of MetricGAN via Online Knowledge Distillation for Speech Enhancement 2023-07-24	코드 1
MANNER	PESQ (wb) 3.21 CSIG 4.53 CBAK 3.65 COVL 3.91 STOI 95	MANNER: Multi-view Attention Network for Noise Erasure 2022-03-04	코드 1
BSSE-SE	PESQ (wb) 3.20 CSIG 4.52 CBAK 3.58 COVL 3.88 STOI 95.7	Boosting Self-Supervised Embeddings for Speech Enhancement 2022-04-07	코드 1
DeepFilterNet3	PESQ (wb) 3.17 CSIG 4.34 CBAK 3.61 COVL 3.77 STOI 0.944	DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement 2023-05-14	코드 1
PERL-AE	PESQ (wb) 3.17 CSIG 4.43 CBAK 3.53 COVL 3.83	Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models 2020-10-22	코드 1
PFPL	PESQ (wb) 3.15 CSIG 4.18 CBAK 3.60 COVL 3.67	Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement 2020-10-28	코드 1
MetricGAN+	PESQ (wb) 3.15 CSIG 4.14 CBAK 3.16 COVL 3.64	MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement 2021-04-08	코드 1 · 코드 2 · 코드 3
MANNER-S + MV-AT (8.1GF)	PESQ (wb) 3.12 CSIG 4.45 CBAK 3.61 COVL 3.82 STOI 95 Para. (M) 1.38	Multi-View Attention Transfer for Efficient Speech Enhancement 2022-08-22	연결 없음
MetricGAN-OKD (Causal Arch.)	PESQ (wb) 3.12 CSIG 4.17 CBAK 3.13 COVL 3.64 Para. (M) 0.82	MetricGAN-OKD: Multi-Metric Optimization of MetricGAN via Online Knowledge Distillation for Speech Enhancement 2023-07-24	코드 1
SGMSE+	PESQ (wb) 3.11	An Analysis of the Variance of Diffusion-based Speech Enhancement 2024-02-01	연결 없음
DEMUCS (H=64, S=2 ,U =2)	PESQ (wb) 3.07 CSIG 4.31 CBAK 3.4 COVL 3.63 STOI 95	Real Time Speech Enhancement in the Waveform Domain 2020-06-23	코드 1 · 코드 2 · 코드 3