Benchmark Scenario

Speaking-Style Robustness

Speaking style shift. The scenario score aggregates its trial sets using the fixed OpenSVBench reporting protocol.

25 ranked systems 3 trial sets 1.9166 leading EER
Scenario Ranking

Systems on Speaking-Style Robustness

Evidence cells list trial-set rank and EER in this order: ESD · Whisper40 Whisper · Lombard Grid Lombard.

Rank System Submitted by Scenario EER ↓ Scenario minDCF ↓ Trial-Set Evidence Rank / EER
#1 W2V-BERT 2.0 + MHFA (VoxCeleb2 + VoxBlink2)
Wav2Vec2-BERT
pengjy 1.9166 0.153402
#2 w2v-bert2.0 + cc + ecapa-tdnn + astp + sf2
w2v-bert2.0 + cc + ecapa-tdnn + astp + sf2
JinghanPeng 1.9866 0.119754
#3 W2V-BERT 2.0 + Adapter-MFA (cross-device consistency FT + weight soup)
ActionPower VoicePrint
ActionPower 2.1700 0.129878
#4 Dual-LoRA W2V-BERT2-Adapter-MFA (TidyVoice)
duallora-w2vbert2-tidyvoice-full-core
sgqt 2.3500 0.152707
#5 palabraai/redimnet2-b6-vb2+vox2
redimnet2-b6-vb2vox2-lm-full-core
Public checkpoint 2.3792 0.145230
#6 wespeaker/w2vbert2
vb2-w2vbert
Public checkpoint 2.7895 0.157223
#7 AntSpeaker/MECT-B2
antspeaker-mect-b2-vb2-full-core
Public checkpoint 2.9458 0.150257
#8 MECT-b2-czur-finetuned
MECT-b2-czur-finetuned
czur 3.0190 0.171062
#9 Agora Voiceprint (ResNet293)
agora_vp
agora 3.9828 0.223228
#10 wespeaker/res152-voxceleb
wespeaker_resnet152
Public checkpoint 4.1329 0.268357
#11 wespeaker/samresnet100
vb2-sam100
Public checkpoint 4.3042 0.238095
#12 wespeaker/res293-voxceleb
wespeaker_resnet293
Public checkpoint 4.3256 0.263660
#13 palabraai/redimnet2-b6
redimnet2
Public checkpoint 4.4502 0.291976
#14 wespeaker/res34-voxceleb
wespeaker_resnet34_voxceleb
Public checkpoint 5.0359 0.303656
#15 iic/eres2net-en
eres_en
Public checkpoint 5.4878 0.330691
#16 iic/eres2netv2-zh
eresv2_zh
Public checkpoint 5.9688 0.361679
#17 wespeaker/campplus-voxceleb
campplus_wespeaker
Public checkpoint 6.3574 0.358438
#18 wespeaker/ecapa1024-voxceleb
wespeaker_ecapa1024
Public checkpoint 6.5691 0.361235
#19 wespeaker/res34-cnceleb
wespeaker_r34
Public checkpoint 7.0743 0.410279
#20 wespeaker/ecapa512-voxceleb
wespeaker_ecapa512
Public checkpoint 7.1128 0.367138
#21 speechbrain/ecapa
ecapa
Public checkpoint 7.2261 0.422165
#22 iic/campplus
campplus
Public checkpoint 7.5693 0.424138
#23 iic/eres2net-large-3dspeaker
eres2net_large_3dspeaker
Public checkpoint 8.6857 0.465867
#24 microsoft/wavlm-base-plus-sv
wavlm_base
Public checkpoint 18.0734 0.805194
#25 microsoft/unispeech-sat-base-plus-sv
unispeech_sat_base_plus
Public checkpoint 18.1898 0.805772