← Speech Separation
Papers with Code · CC BY-SA 4.0

WSJ0-2mix

아카이브 평가 40건 · 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
TF-Locoformer (L) + DM
SI-SDRi
25.1
SDRi
25.2
Number of parameters (M)
22.5
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
SepReformer-L
SI-SDRi
25.1
SDRi
25.2
Number of parameters (M)
59.4
MACs (G)
155.5
Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation
2024-06-10
코드 1
TF-Locoformer (M) + DM
SI-SDRi
24.6
SDRi
24.7
Number of parameters (M)
15.0
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
TF-Locoformer (L)
SI-SDRi
24.2
SDRi
24.3
Number of parameters (M)
22.5
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
MossFormer2 (L)
SI-SDRi
24.1
Number of parameters (M)
55.7
MossFormer2: Combining Transformer and RNN-Free Recurrent Network for Enhanced Time-Domain Monaural Speech Separation
2023-12-19
코드 1 · 코드 2
SepTDA (L=12)
SI-SDRi
24.0
Boosting Unknown-number Speaker Separation with Transformer Decoder-based Attractor
2024-01-23
연결 없음
Separate And Diffuse
SI-SDRi
23.9
Separate And Diffuse: Using a Pretrained Diffusion Model for Improving Source Separation
2023-01-25
연결 없음
TF-Locoformer (M)
SI-SDRi
23.6
SDRi
23.8
Number of parameters (M)
15.0
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
TF-Locoformer (S) + DM
SI-SDRi
22.8
SDRi
23
Number of parameters (M)
5.0
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
MossFormer (L) + DM
SI-SDRi
22.8
Number of parameters (M)
42.1
MACs (G)
86.1
MossFormer: Pushing the Performance Limit of Monaural Speech Separation using Gated Single-Head Transformer with Convolution-Augmented Joint Self-Attentions
2023-02-23
코드 1 · 코드 2
SepMamba + DM (M)
SI-SDRi
22.7
SDRi
22.9
SepMamba: State-space models for speaker separation using Mamba
2024-10-28
코드 1
SPGM + DM
SI-SDRi
22.7
Number of parameters (M)
26.2
MACs (G)
77
SPGM: Prioritizing Local Features for enhanced speech separation performance
2023-09-22
코드 1
MossFormer (M) + DM
SI-SDRi
22.5
MossFormer: Pushing the Performance Limit of Monaural Speech Separation using Gated Single-Head Transformer with Convolution-Augmented Joint Self-Attentions
2023-02-23
코드 1 · 코드 2
SepIt
SI-SDRi
22.4
SepIt: Approaching a Single Channel Speech Separation Bound
2022-05-24
연결 없음
SepFormer
SI-SDRi
22.3
SDRi
22.4
Attention is All You Need in Speech Separation
2020-10-25
코드 1 · 코드 2 · 코드 3 · 코드 4
Wavesplit v2
SI-SDRi
22.2
SDRi
22.3
Wavesplit: End-to-End Speech Separation by Speaker Clustering
2020-02-20
연결 없음
SPGM
SI-SDRi
22.1
Number of parameters (M)
26.2
MACs (G)
77
SPGM: Prioritizing Local Features for enhanced speech separation performance
2023-09-22
코드 1
TF-Locoformer (S)
SI-SDRi
22
SDRi
22.1
Number of parameters (M)
5.0
TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
2024-08-06
코드 1
DPTNet (Libri1Mix speech enhancement pre-trained)
SI-SDRi
21.3
SDRi
21.5
Stabilizing Label Assignment for Speech Separation by Self-supervised Pre-training
2020-10-29
코드 1
SepMamba + DM (S)
SI-SDRi
21.2
SDRi
21.4
SepMamba: State-space models for speaker separation using Mamba
2024-10-28
코드 1
TD-Conformer (XL) + DM
SI-SDRi
21.2
On Time Domain Conformer Models for Monaural Speech Separation in Noisy Reverberant Acoustic Environments
2023-10-09
코드 1
Sandglasset
SI-SDRi
21.0
Sandglasset: A Light Multi-Granularity Self-attentive Network For Time-Domain Speech Separation
2021-03-01
코드 1 · 코드 2
GALR
SI-SDRi
20.3
Effective Low-Cost Time-Domain Audio Separation Using Globally Attentive Locally Recurrent Networks
2021-01-13
코드 1 · 코드 2
DPTNet
SI-SDRi
20.2
Dual-Path Transformer Network: Direct Context-Aware Modeling for End-to-End Monaural Speech Separation
2020-07-28
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
Gated DualPathRNN
SI-SDRi
20.12
Voice Separation with an Unknown Number of Multiple Speakers
2020-02-29
코드 1 · 코드 2 · 코드 3 · 코드 4
Sudo rm -rf (U=36)
SI-SDRi
19.5
Compute and memory efficient universal sound source separation
2021-03-03
코드 1 · 코드 2 · 코드 3
Wavesplit v1
SI-SDRi
19.0
Wavesplit: End-to-End Speech Separation by Speaker Clustering
2020-02-20
연결 없음
Sudo rm -rf XL
SI-SDRi
18.9
Sudo rm -rf: Efficient Networks for Universal Audio Source Separation
2020-07-14
코드 1 · 코드 2 · 코드 3 · 코드 4
Dual-path RNN
SI-SDRi
18.8
Dual-path RNN: efficient long sequence modeling for time-domain single-channel speech separation
2019-10-14
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
DeepCASA
SI-SDRi
17.7
Divide and Conquer: A Deep CASA Approach to Talker-independent Monaural Speaker Separation
2019-04-25
코드 1