SOTAVerified

Speaker Verification

Speaker verification is the verifying the identity of a person from characteristics of the voice.

( Image credit: Contrastive-Predictive-Coding-PyTorch )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 746 papers

TitleStatusHype
Bidirectional Multiscale Feature Aggregation for Speaker Verification—0
An improved uncertainty propagation method for robust i-vector based speaker recognition—0
Best Practices for Noise-Based Augmentation to Improve the Performance of Deployable Speech-Based Emotion Recognition Systems—0
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer—0
Bayesian x-vector: Bayesian Neural Network based x-vector System for Speaker Verification—0
Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing—0
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification—0
A comparative study of several parameterizations for speaker recognition—0
DT-SV: A Transformer-based Time-domain Approach for Speaker Verification—0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features—0
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network—0
DNN Speaker Tracking with Embeddings—0
DNN Filter Bank Cepstral Coefficients for Spoofing Detection—0
DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis—0
Automatic Evaluation of Speaker Similarity—0
AdVerb: Visually Guided Audio Dereverberation—0
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling—0
Domain Agnostic Few-shot Learning for Speaker Verification—0
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-assisted Matrix—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification—0
Dual-label Deep LSTM Dereverberation For Speaker Verification—0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
An Attribute-Aligned Strategy for Learning Speech Representation—0
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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

#ModelMetricClaimedVerifiedStatus
1Multi Task SSLEER1.98—Unverified
2ReDimNet-B0-LM (1.0M)EER1.16—Unverified
3TitanNet -SEER1.15—Unverified
4ReDimNet-B0-LM-ASNorm (1.0M)EER1.07—Unverified
5SpeechNASEER1.02—Unverified
6ReDimNet-B1-LM (2.2M)EER0.85—Unverified
7TitanNet -MEER0.81—Unverified
8ReDimNet-B1-LM-ASNorm (2.2M)EER0.73—Unverified
9TitanNet -LEER0.68—Unverified
10ReDimNet-B2-SF2-LM (4.7M)EER0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned HuBERT LargeEER2.36—Unverified
2ReDimNet-B0-LM (1.0M)EER1.16—Unverified
3ReDimNet-B0-LM-ASNorm (1.0M)EER1.07—Unverified
4SpeechNASEER1.02—Unverified
5ReDimNet-B1-LM (2.2M)EER0.85—Unverified
6ReDimNet-B1-LM-ASNorm (2.2M)EER0.73—Unverified
7ReDimNet-B2-SF2-LM (4.7M)EER0.57—Unverified
8ReDimNet-B2-SF2-LM-ASNorm (4.7M)EER0.52—Unverified
9ReDimNet-B4-LM (6.3M)EER0.51—Unverified
10ReDimNet-B3-LM (3.0M)EER0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GE2ECosine EER3.55—Unverified
2Cosine EER2.38—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet with Attention BackendEER10.77—Unverified
2X-Vectors with Attention BackendEER10.12—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA-TDNNminDCF0—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.08—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50EER100—Unverified