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

Showing 101150 of 746 papers

TitleStatusHype
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language RepresentationsCode1
Can spoofing countermeasure and speaker verification systems be jointly optimised?Code0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
Pushing the Frontiers of Self-Distillation Prototypes Network with Dimension Regularization and Score NormalizationCode0
PL-EESR: Perceptual Loss Based END-TO-END Robust Speaker Representation ExtractionCode0
Pushing the limits of self-supervised speaker verification using regularized distillation frameworkCode0
Real Additive Margin Softmax for Speaker VerificationCode0
Pairwise Similarity Learning is SimPLECode0
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verificationCode0
Parameter-Free Attentive Scoring for Speaker VerificationCode0
On the Detection of Adaptive Adversarial Attacks in Speaker Verification SystemsCode0
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker VerificationCode0
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verificationCode0
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker VerificationCode0
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker VerificationCode0
Inconsistency Ranking-based Noisy Label Detection for High-quality DataCode0
Adversarial Attacks on GMM i-vector based Speaker Verification SystemsCode0
Multi-task learning improves synthetic speech detectionCode0
An attention-based backend allowing efficient fine-tuning of transformer models for speaker verificationCode0
Personal VAD: Speaker-Conditioned Voice Activity DetectionCode0
Multiobjective Optimization Training of PLDA for Speaker VerificationCode0
PSVRF: Learning to restore Pitch-Shifted Voice without referenceCode0
Masked Proxy Loss For Text-Independent Speaker VerificationCode0
Analyzing Speaker Information in Self-Supervised Models to Improve Zero-Resource Speech ProcessingCode0
Attentive Filtering Networks for Audio Replay Attack DetectionCode0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemsCode0
Attention-Based Models for Text-Dependent Speaker VerificationCode0
Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker RepresentationsCode0
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofingCode0
Robust Channel Learning for Large-Scale Radio Speaker VerificationCode0
Learning Speaker Embedding with Momentum ContrastCode0
Analysis of impact of emotions on target speech extraction and speech separationCode0
Learning Repeatable Speech Embeddings Using An Intra-class Correlation RegularizerCode0
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verificationCode0
Learning Speaker Embedding from Text-to-SpeechCode0
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive LearningCode0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal FragmentsCode0
Integrated Parameter-Efficient Tuning for General-Purpose Audio ModelsCode0
The effect of speech pathology on automatic speaker verification -- a large-scale studyCode0
ASVspoof2019 vs. ASVspoof5: Assessment and ComparisonCode0
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker VerificationCode0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and DiarizationCode0
A study of the robustness of raw waveform based speaker embeddings under mismatched conditionsCode0
Aicyber at SemEval-2016 Task 4: i-vector based sentence representationCode0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
A Speaker Verification Backend for Improved Calibration Performance across Varying ConditionsCode0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification SystemsCode0
ConvNeXt Based Neural Network for Audio Anti-SpoofingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi Task SSLEER1.98Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3TitanNet -SEER1.15Unverified
4ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
5SpeechNASEER1.02Unverified
6ReDimNet-B1-LM (2.2M)EER0.85Unverified
7TitanNet -MEER0.81Unverified
8ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
9TitanNet -LEER0.68Unverified
10ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned HuBERT LargeEER2.36Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
4SpeechNASEER1.02Unverified
5ReDimNet-B1-LM (2.2M)EER0.85Unverified
6ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
7ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
8ReDimNet-B2-SF2-LM-ASNorm (4.7M)EER0.52Unverified
9ReDimNet-B4-LM (6.3M)EER0.51Unverified
10ReDimNet-B3-LM (3.0M)EER0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GE2ECosine EER3.55Unverified
2Cosine EER2.38Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet with Attention BackendEER10.77Unverified
2X-Vectors with Attention BackendEER10.12Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA-TDNNminDCF0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.01Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.03Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.02Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.08Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.04Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50EER100Unverified