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 651–700 of 746 papers

TitleStatusHype
S-vectors and TESA: Speaker Embeddings and a Speaker Authenticator Based on Transformer Encoder—0
SVVAD: Personal Voice Activity Detection for Speaker Verification—0
SynCLR: A Synthesis Framework for Contrastive Learning of out-of-domain Speech Representations—0
SyntheticPop: Attacking Speaker Verification Systems With Synthetic VoicePops—0
Tackling Spoofing-Aware Speaker Verification with Multi-Model Fusion—0
Tackling the Score Shift in Cross-Lingual Speaker Verification by Exploiting Language Information—0
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals—0
Tandem spoofing-robust automatic speaker verification based on time-domain embeddings—0
Task-aware Warping Factors in Mask-based Speech Enhancement—0
Text-dependent Speaker Verification (TdSV) Challenge 2024: Challenge Evaluation Plan—0
Text-Independent Speaker Verification Based on Deep Neural Networks and Segmental Dynamic Time Warping—0
Long-term Conversation Analysis: Exploring Utility and PrivacyCode0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemsCode0
Personal VAD: Speaker-Conditioned Voice Activity DetectionCode0
Segment Aggregation for short utterances speaker verification using raw waveformsCode0
Masked Proxy Loss For Text-Independent Speaker VerificationCode0
Aicyber at SemEval-2016 Task 4: i-vector based sentence representationCode0
Task-specific Optimization of Virtual Channel Linear Prediction-based Speech Dereverberation Front-End for Far-Field Speaker VerificationCode0
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech SynthesisCode0
Learning Speaker Embedding with Momentum ContrastCode0
Scalable Factorized Hierarchical Variational Autoencoder TrainingCode0
t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker VerificationCode0
PL-EESR: Perceptual Loss Based END-TO-END Robust Speaker Representation ExtractionCode0
Can spoofing countermeasure and speaker verification systems be jointly optimised?Code0
Learning Speaker Embedding from Text-to-SpeechCode0
ASVspoof2019 vs. ASVspoof5: Assessment and ComparisonCode0
ConvNeXt Based Neural Network for Audio Anti-SpoofingCode0
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker VerificationCode0
Learning Repeatable Speech Embeddings Using An Intra-class Correlation RegularizerCode0
Contrastive Predictive Coding Based Feature for Automatic Speaker VerificationCode0
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verificationCode0
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofingCode0
Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-SpoofingCode0
Text-Independent Speaker Verification Using 3D Convolutional Neural NetworksCode0
Multiobjective Optimization Training of PLDA for Speaker VerificationCode0
A Speech Representation Anonymization Framework via Selective Noise PerturbationCode0
Voting for the right answer: Adversarial defense for speaker verificationCode0
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal FragmentsCode0
Attentive Filtering Networks for Audio Replay Attack DetectionCode0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
An attention-based backend allowing efficient fine-tuning of transformer models for speaker verificationCode0
Multi-task learning improves synthetic speech detectionCode0
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verificationCode0
3D Convolutional Neural Networks for Cross Audio-Visual Matching RecognitionCode0
PSVRF: Learning to restore Pitch-Shifted Voice without referenceCode0
A study of the robustness of raw waveform based speaker embeddings under mismatched conditionsCode0
Towards single integrated spoofing-aware speaker verification embeddingsCode0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker VerificationCode0
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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