Speaker Verification
Speaker verification is the verifying the identity of a person from characteristics of the voice.
( Image credit: Contrastive-Predictive-Coding-PyTorch )
Papers
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All datasetsVoxCelebVoxCeleb1CALLHOMECN-CELEBASVspoof 2019 - LAVibraVox (forehead accelerometer)VibraVox (headset microphone)VibraVox (rigid in-ear microphone)VibraVox (soft in-ear microphone)VibraVox (temple vibration pickup)VibraVox (throat microphone)VoxCeleb2
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi Task SSL | EER | 1.98 | — | Unverified |
| 2 | ReDimNet-B0-LM (1.0M) | EER | 1.16 | — | Unverified |
| 3 | TitanNet -S | EER | 1.15 | — | Unverified |
| 4 | ReDimNet-B0-LM-ASNorm (1.0M) | EER | 1.07 | — | Unverified |
| 5 | SpeechNAS | EER | 1.02 | — | Unverified |
| 6 | ReDimNet-B1-LM (2.2M) | EER | 0.85 | — | Unverified |
| 7 | TitanNet -M | EER | 0.81 | — | Unverified |
| 8 | ReDimNet-B1-LM-ASNorm (2.2M) | EER | 0.73 | — | Unverified |
| 9 | TitanNet -L | EER | 0.68 | — | Unverified |
| 10 | ReDimNet-B2-SF2-LM (4.7M) | EER | 0.57 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Fine-tuned HuBERT Large | EER | 2.36 | — | Unverified |
| 2 | ReDimNet-B0-LM (1.0M) | EER | 1.16 | — | Unverified |
| 3 | ReDimNet-B0-LM-ASNorm (1.0M) | EER | 1.07 | — | Unverified |
| 4 | SpeechNAS | EER | 1.02 | — | Unverified |
| 5 | ReDimNet-B1-LM (2.2M) | EER | 0.85 | — | Unverified |
| 6 | ReDimNet-B1-LM-ASNorm (2.2M) | EER | 0.73 | — | Unverified |
| 7 | ReDimNet-B2-SF2-LM (4.7M) | EER | 0.57 | — | Unverified |
| 8 | ReDimNet-B2-SF2-LM-ASNorm (4.7M) | EER | 0.52 | — | Unverified |
| 9 | ReDimNet-B4-LM (6.3M) | EER | 0.51 | — | Unverified |
| 10 | ReDimNet-B3-LM (3.0M) | EER | 0.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GE2E | Cosine EER | 3.55 | — | Unverified |
| 2 | Cosine EER | 2.38 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ResNet with Attention Backend | EER | 10.77 | — | Unverified |
| 2 | X-Vectors with Attention Backend | EER | 10.12 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA-TDNN | minDCF | 0 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0.01 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0.03 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0.02 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0.08 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ECAPA2 | Test EER | 0.04 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ResNet-50 | EER | 100 | — | Unverified |