Speech Enhancement On Deep Noise Suppression

评估指标

PESQ-WB

SI-SDR-WB

评测结果

各个模型在此基准测试上的表现结果

			Paper Title	Repository
ZipEnhancer (M)	3.81	22.22	-	-
TF-Locoformer (M)	3.72	23.3	TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
ZipEnhancer (S)	3.69	21.15	-	-
MP-SENet	3.62	21.03	Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement
BSRNN-S + MRSD	3.53	21.4	High Fidelity Speech Enhancement with Band-split RNN
BSRNN-16k	3.45	21.1	High Fidelity Speech Enhancement with Band-split RNN
MFNET	3.43	20.31	A Mask Free Neural Network for Monaural Speech Enhancement
BSRNN-S	3.42	21.3	High Fidelity Speech Enhancement with Band-split RNN
BSRNN	3.32	-	High Fidelity Speech Enhancement with Band-split RNN
CleanUNet-2	3.262	-	CleanUNet 2: A Hybrid Speech Denoising Model on Waveform and Spectrogram	-
FRCRN	3.23	-	Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses
FullSubNet+	3.218	16.81	FullSubNet+: Channel Attention FullSubNet with Complex Spectrograms for Speech Enhancement
CleanUNet	3.146	-	Speech Denoising in the Waveform Domain with Self-Attention
aTENNuate	2.98	-	aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio	-
Sudo rm -rf (U=32)	2.95	19.7	RemixIT: Continual self-training of speech enhancement models via bootstrapped remixing
DCTCRN-P	2.82	-	Real-time Monaural Speech Enhancement With Short-time Discrete Cosine Transform	-
DCTCRN-T	2.82	-	Real-time Monaural Speech Enhancement With Short-time Discrete Cosine Transform	-
DCCRN-E	2.79	-	Real-time Monaural Speech Enhancement With Short-time Discrete Cosine Transform	-
PoCoNet	2.7885	-	PoCoNet: Better Speech Enhancement with Frequency-Positional Embeddings, Semi-Supervised Conversational Data, and Biased Loss	-
FullSubNet	2.777	17.29	FullSubNet: A Full-Band and Sub-Band Fusion Model for Real-Time Single-Channel Speech Enhancement

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