Speaker Verification on VoxCeleb

Metric: EER (higher is better)

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#	Model↕	EER▼	Extra Data	Paper	Date↕	Code
1	Multi Task SSL	1.98	No	Multi-task Voice Activated Framework using Self-...	2021-10-03	-
2	ReDimNet-B0-LM (1.0M)	1.16	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
3	TitanNet -S	1.15	Yes	TitaNet: Neural Model for speaker representation...	2021-10-08	Code
4	ReDimNet-B0-LM-ASNorm (1.0M)	1.07	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
5	SpeechNAS	1.02	No	SpeechNAS: Towards Better Trade-off between Late...	2021-09-18	Code
6	ReDimNet-B1-LM (2.2M)	0.85	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
7	TitanNet -M	0.81	Yes	TitaNet: Neural Model for speaker representation...	2021-10-08	Code
8	ReDimNet-B1-LM-ASNorm (2.2M)	0.73	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
9	TitanNet -L	0.68	Yes	TitaNet: Neural Model for speaker representation...	2021-10-08	Code
10	ReDimNet-B2-SF2-LM (4.7M)	0.57	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
11	ReDimNet-B2-SF2-LM-ASNorm (4.7M)	0.52	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
12	ReDimNet-B4-LM (6.3M)	0.51	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
13	ReDimNet-B3-LM (3.0M)	0.5	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
14	ReDimNet-B3-LM-ASNorm (3.0M)	0.47	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
15	ReDimNet-B4-LM-ASNorm (6.3M)	0.44	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
16	ReDimNet-B5-SF2-LM (9.2M)	0.43	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
17	ReDimNet-B6-SF2-LM (15.0M)	0.4	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
18	WavLM+ECAPA-TDNN	0.39	Yes	ESPnet-SPK: full pipeline speaker embedding tool...	2024-01-30	Code
19	ReDimNet-B5-SF2-LM-ASNorm (9.2M)	0.39	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
20	ReDimNet-B6-SF2-LM-ASNorm (15.0M)	0.37	Yes	Reshape Dimensions Network for Speaker Recognition	2024-07-25	Code
21	SimAM-ResNet100	0.2	Yes	VoxBlink2: A 100K+ Speaker Recognition Corpus an...	2024-07-16	Code

#1Multi Task SSLSOTA
1.98
EER· 2021-10-03
Multi-task Voice Activated Framework using Self-supervised Learning
#2ReDimNet-B0-LM (1.0M)
1.16
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#3TitanNet -S
1.15
EER· Extra Data· 2021-10-08
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context Code
#4ReDimNet-B0-LM-ASNorm (1.0M)
1.07
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#5SpeechNASSOTA
1.02
EER· 2021-09-18
SpeechNAS: Towards Better Trade-off between Latency and Accuracy for Large-Scale Speaker Verification Code
#6ReDimNet-B1-LM (2.2M)
0.85
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#7TitanNet -M
0.81
EER· Extra Data· 2021-10-08
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context Code
#8ReDimNet-B1-LM-ASNorm (2.2M)
0.73
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#9TitanNet -L
0.68
EER· Extra Data· 2021-10-08
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context Code
#10ReDimNet-B2-SF2-LM (4.7M)
0.57
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#11ReDimNet-B2-SF2-LM-ASNorm (4.7M)
0.52
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#12ReDimNet-B4-LM (6.3M)
0.51
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#13ReDimNet-B3-LM (3.0M)
0.5
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#14ReDimNet-B3-LM-ASNorm (3.0M)
0.47
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#15ReDimNet-B4-LM-ASNorm (6.3M)
0.44
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#16ReDimNet-B5-SF2-LM (9.2M)
0.43
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#17ReDimNet-B6-SF2-LM (15.0M)
0.4
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#18WavLM+ECAPA-TDNN
0.39
EER· Extra Data· 2024-01-30
ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models Code
#19ReDimNet-B5-SF2-LM-ASNorm (9.2M)
0.39
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#20ReDimNet-B6-SF2-LM-ASNorm (15.0M)
0.37
EER· Extra Data· 2024-07-25
Reshape Dimensions Network for Speaker Recognition Code
#21SimAM-ResNet100
0.2
EER· Extra Data· 2024-07-16
VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification Benchmark Code