← Music Source Separation
Papers with Code · CC BY-SA 4.0

MUSDB18

아카이브 평가 26건 · 마지막 적재/변경

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
모델원본 지표·값논문구현
Sparse HT Demucs (fine tuned)
SDR (vocals)
9.37
SDR (drums)
10.83
SDR (other)
6.41
SDR (bass)
10.47
SDR (avg)
9.20
Hybrid Transformers for Music Source Separation
2022-11-15
코드 1 · 코드 2
Hybrid Transformer Demucs (f.t.)
SDR (vocals)
9.20
SDR (drums)
10.08
SDR (other)
6.42
SDR (bass)
9.78
SDR (avg)
9.00
Hybrid Transformers for Music Source Separation
2022-11-15
코드 1 · 코드 2
Band-Split RNN (semi-sup.)
SDR (vocals)
10.47
SDR (drums)
10.15
SDR (other)
7.08
SDR (bass)
8.16
SDR (avg)
8.97
Music Source Separation with Band-split RNN
2022-09-30
코드 1 · 코드 2 · 코드 3
TFC-TDF-UNet (v3)
SDR (vocals)
9.59
SDR (drums)
8.44
SDR (other)
6.86
SDR (bass)
8.45
SDR (avg)
8.34
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3
2023-06-15
코드 1
Band-Split RNN
SDR (vocals)
10.21
SDR (drums)
8.58
SDR (other)
6.62
SDR (bass)
7.51
SDR (avg)
8.23
Music Source Separation with Band-split RNN
2022-09-30
코드 1 · 코드 2 · 코드 3
Hybrid Demucs
SDR (vocals)
8.04
SDR (drums)
8.58
SDR (other)
5.59
SDR (bass)
8.67
SDR (avg)
7.72
Hybrid Spectrogram and Waveform Source Separation
2021-11-05
코드 1
KUIELab-MDX-Net
SDR (vocals)
9.00
SDR (drums)
7.33
SDR (other)
5.95
SDR (bass)
7.86
SDR (avg)
7.54
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing
2021-11-24
코드 1
CDE-HTCN
SDR (vocals)
7.37
SDR (drums)
7.33
SDR (other)
4.92
SDR (bass)
7.92
SDR (avg)
6.89
Hierarchic Temporal Convolutional Network With Cross-Domain Encoder for Music Source Separation
2022-06-30
연결 없음
Attentive-MultiResUNet
SDR (vocals)
8.57
SDR (drums)
7.63
SDR (other)
5.14
SDR (bass)
5.88
SDR (avg)
6.81
An Efficient Short-Time Discrete Cosine Transform and Attentive MultiResUNet Framework for Music Source Separation
2022-11-14
코드 1
DEMUCS (extra)
SDR (vocals)
7.29
SDR (drums)
7.58
SDR (other)
4.69
SDR (bass)
7.60
SDR (avg)
6.79
Music Source Separation in the Waveform Domain
2019-11-27
코드 1
CWS-PResUNet
SDR (vocals)
8.92
SDR (drums)
6.38
SDR (other)
5.84
SDR (bass)
5.93
SDR (avg)
6.77
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
2021-12-09
코드 1
D3Net
SDR (vocals)
7.24
SDR (drums)
7.01
SDR (other)
4.53
SDR (bass)
5.25
SDR (avg)
6.01
D3Net: Densely connected multidilated DenseNet for music source separation
2020-10-05
코드 1
DLMNet
SDR (vocals)
6.91
SDR (drums)
7.05
SDR (other)
4.62
SDR (bass)
7.29
SDR (avg)
6.47
Contrastive Learning based Deep Latent Masking for Music Source Separation
2023-08-20
연결 없음
Conv-TasNet (extra)
SDR (vocals)
6.74
SDR (drums)
7.11
SDR (bass)
7.00
SDR (avg)
6.32
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
2018-09-20
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17
UMXL
SDR (vocals)
7.213
SDR (drums)
7.148
SDR (other)
4.889
SDR (bass)
6.015
SDR (avg)
6.316
Open-Unmix - A Reference Implementation for Music Source Separation
2019-09-08
코드 1
DEMUCS
SDR (vocals)
6.84
SDR (drums)
6.86
SDR (other)
4.42
SDR (bass)
7.01
SDR (avg)
6.28
Music Source Separation in the Waveform Domain
2019-11-27
코드 1
TAK2
SDR (vocals)
7.16
SDR (drums)
6.81
SDR (other)
4.80
SDR (bass)
5.40
SDR (avg)
6.04
MMDenseLSTM: An efficient combination of convolutional and recurrent neural networks for audio source separation
2018-05-07
코드 1
Spleeter (MWF)
SDR (vocals)
6.86
SDR (drums)
6.71
SDR (other)
4.02
SDR (bass)
5.51
SDR (avg)
5.91
Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models
2019-11-04
코드 1 · 코드 2 · 코드 3
LaSAFT+GPoCM
SDR (vocals)
7.33
SDR (drums)
5.68
SDR (other)
4.87
SDR (bass)
5.63
SDR (avg)
5.88
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation
2020-10-22
코드 1
X-UMX
SDR (vocals)
6.61
SDR (drums)
6.47
SDR (other)
4.64
SDR (bass)
5.43
SDR (avg)
5.79
All for One and One for All: Improving Music Separation by Bridging Networks
2020-10-08
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
Conv-TasNet
SDR (vocals)
6.81
SDR (drums)
6.08
SDR (other)
4.37
SDR (bass)
5.66
SDR (avg)
5.73
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
2018-09-20
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17
Sams-Net
SDR (vocals)
6.61
SDR (drums)
6.63
SDR (other)
4.09
SDR (bass)
5.25
SDR (avg)
5.65
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation
2019-09-12
코드 1
Meta-TasNet
SDR (vocals)
6.40
SDR (drums)
5.91
SDR (other)
4.19
SDR (bass)
5.58
SDR (avg)
5.52
Meta-learning Extractors for Music Source Separation
2020-02-17
코드 1
UMX
SDR (vocals)
6.32
SDR (drums)
5.73
SDR (other)
4.02
SDR (bass)
5.23
SDR (avg)
5.33
Open-Unmix - A Reference Implementation for Music Source Separation
2019-09-08
코드 1
Wavenet
SDR (vocals)
3.46
SDR (drums)
4.60
SDR (other)
0.54
SDR (bass)
2.49
SDR (avg)
3.5
End-to-end music source separation: is it possible in the waveform domain?
2018-10-29
코드 1 · 코드 2
STL2
SDR (vocals)
3.25
SDR (drums)
4.22
SDR (other)
2.25
SDR (bass)
3.21
SDR (avg)
3.23
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
2018-06-08
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10