Trial Set

HI-MIA

No upstream SV trial keys are used; trials are generated from the test split.

Notice: This is not the original official SV trial list.

Source dataset
HI-MIA
Trials
660000
Protocol source
Self-constructed protocol
Source split
Public test split
hi_mia Short-duration
Source Dataset

About HI-MIA

HI-MIA was collected for far-field, text-dependent speaker verification in home-like rooms. Its 340 participants were recorded with close-talk microphones and microphone arrays at different positions and distances. The source task uses wake-up phrases; OpenSVBench uses the public test split to construct a separate short-duration, text-independent trial set.

Language
Mandarin Chinese
Speakers
340 participants
Recording
Close-talk microphones and far-field microphone arrays
Original task
Text-dependent speaker verification / wake-up word
Direct Ranking

Systems on this trial set

25 reviewed systems currently have valid results.

Rank System Submitted by Trial-Set EER ↓ Trial-Set minDCF ↓
#1 MECT-b2-czur-finetuned
MECT-b2-czur-finetuned
czur 2.3383 0.120418
#2 Agora Voiceprint (ResNet293)
agora_vp
agora 2.4227 0.143702
#3 iic/eres2net-large-3dspeaker
eres2net_large_3dspeaker
Public checkpoint 2.8963 0.178460
#4 W2V-BERT 2.0 + Adapter-MFA (cross-device consistency FT + weight soup)
ActionPower VoicePrint
ActionPower 3.4767 0.210408
#5 W2V-BERT 2.0 + MHFA (VoxCeleb2 + VoxBlink2)
Wav2Vec2-BERT
pengjy 3.6067 0.210263
#6 w2v-bert2.0 + cc + ecapa-tdnn + astp + sf2
w2v-bert2.0 + cc + ecapa-tdnn + astp + sf2
JinghanPeng 3.6515 0.192412
#7 iic/eres2netv2-zh
eresv2_zh
Public checkpoint 3.7090 0.208377
#8 AntSpeaker/MECT-B2
antspeaker-mect-b2-vb2-full-core
Public checkpoint 3.7550 0.188360
#9 palabraai/redimnet2-b6
redimnet2
Public checkpoint 5.7113 0.276288
#10 wespeaker/res152-voxceleb
wespeaker_resnet152
Public checkpoint 5.8453 0.284905
#11 palabraai/redimnet2-b6-vb2+vox2
redimnet2-b6-vb2vox2-lm-full-core
Public checkpoint 5.8667 0.240098
#12 iic/campplus
campplus
Public checkpoint 5.8722 0.341062
#13 wespeaker/samresnet100
vb2-sam100
Public checkpoint 5.9033 0.273133
#14 wespeaker/res293-voxceleb
wespeaker_resnet293
Public checkpoint 6.3817 0.301015
#15 wespeaker/w2vbert2
vb2-w2vbert
Public checkpoint 7.0400 0.349597
#16 wespeaker/res34-voxceleb
wespeaker_resnet34_voxceleb
Public checkpoint 7.0523 0.323703
#17 iic/eres2net-en
eres_en
Public checkpoint 7.0967 0.323343
#18 speechbrain/ecapa
ecapa
Public checkpoint 7.6850 0.369167
#19 wespeaker/res34-cnceleb
wespeaker_r34
Public checkpoint 7.7542 0.426640
#20 wespeaker/campplus-voxceleb
campplus_wespeaker
Public checkpoint 7.9797 0.395343
#21 wespeaker/ecapa512-voxceleb
wespeaker_ecapa512
Public checkpoint 8.5340 0.404212
#22 wespeaker/ecapa1024-voxceleb
wespeaker_ecapa1024
Public checkpoint 8.6250 0.381742
#23 Dual-LoRA W2V-BERT2-Adapter-MFA (TidyVoice)
duallora-w2vbert2-tidyvoice-full-core
sgqt 10.5467 0.426292
#24 microsoft/unispeech-sat-base-plus-sv
unispeech_sat_base_plus
Public checkpoint 23.7600 0.944420
#25 microsoft/wavlm-base-plus-sv
wavlm_base
Public checkpoint 25.0650 0.910383