Music Source Separation On Musdb18

평가 지표

SDR (avg)

SDR (bass)

SDR (drums)

SDR (other)

SDR (vocals)

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	SDR (avg)	SDR (bass)	SDR (drums)	SDR (other)	SDR (vocals)	Paper Title	Repository
Wavenet	3.5	2.49	4.60	0.54	3.46	End-to-end music source separation: is it possible in the waveform domain?
TAK2	6.04	5.40	6.81	4.80	7.16	MMDenseLSTM: An efficient combination of convolutional and recurrent neural networks for audio source separation
KUIELab-MDX-Net	7.54	7.86	7.33	5.95	9.00	KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing
Attentive-MultiResUNet	6.81	5.88	7.63	5.14	8.57	An Efficient Short-Time Discrete Cosine Transform and Attentive MultiResUNet Framework for Music Source Separation
DEMUCS (extra)	6.79	7.60	7.58	4.69	7.29	Music Source Separation in the Waveform Domain	-
STL2	3.23	3.21	4.22	2.25	3.25	Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
DEMUCS	6.28	7.01	6.86	4.42	6.84	Music Source Separation in the Waveform Domain	-
Hybrid Demucs	7.72	8.67	8.58	5.59	8.04	Hybrid Spectrogram and Waveform Source Separation
Conv-TasNet	5.73	5.66	6.08	4.37	6.81	Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
Band-Split RNN (semi-sup.)	8.97	8.16	10.15	7.08	10.47	Music Source Separation with Band-split RNN
Spleeter (MWF)	5.91	5.51	6.71	4.02	6.86	Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models
TFC-TDF-UNet (v3)	8.34	8.45	8.44	6.86	9.59	Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3	-
Conv-TasNet (extra)	6.32	7.00	7.11	-	6.74	Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
UMXL	6.316	6.015	7.148	4.889	7.213	Open-Unmix - A Reference Implementation for Music Source Separation
CDE-HTCN	6.89	7.92	7.33	4.92	7.37	Hierarchic Temporal Convolutional Network With Cross-Domain Encoder for Music Source Separation	-
Meta-TasNet	5.52	5.58	5.91	4.19	6.40	Meta-learning Extractors for Music Source Separation
CWS-PResUNet	6.77	5.93	6.38	5.84	8.92	CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
D3Net	6.68	6.20	7.36	5.37	7.80	D3Net: Densely connected multidilated DenseNet for music source separation
LaSAFT+GPoCM	5.88	5.63	5.68	4.87	7.33	LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation
UMX	5.33	5.23	5.73	4.02	6.32	Open-Unmix - A Reference Implementation for Music Source Separation

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