Music Source Separation On Musdb18

評価指標

SDR (avg)

SDR (bass)

SDR (drums)

SDR (other)

SDR (vocals)

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	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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