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 151200 of 746 papers

TitleStatusHype
Masked Proxy Loss For Text-Independent Speaker VerificationCode0
Multiobjective Optimization Training of PLDA for Speaker VerificationCode0
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker VerificationCode0
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
Long-term Conversation Analysis: Exploring Utility and PrivacyCode0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemsCode0
Inconsistency Ranking-based Noisy Label Detection for High-quality DataCode0
Robust speaker recognition using unsupervised adversarial invarianceCode0
Learning Speaker Embedding from Text-to-SpeechCode0
A Speaker Verification Backend for Improved Calibration Performance across Varying ConditionsCode0
Learning Repeatable Speech Embeddings Using An Intra-class Correlation RegularizerCode0
CS-Rep: Making Speaker Verification Networks Embracing Re-parameterizationCode0
Learning Speaker Embedding with Momentum ContrastCode0
Segment Aggregation for short utterances speaker verification using raw waveformsCode0
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal FragmentsCode0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
The effect of speech pathology on automatic speaker verification -- a large-scale studyCode0
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive LearningCode0
Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification SystemsCode0
ConvNeXt Based Neural Network for Audio Anti-SpoofingCode0
ASVspoof2019 vs. ASVspoof5: Assessment and ComparisonCode0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker VerificationCode0
Contrastive Predictive Coding Based Feature for Automatic Speaker VerificationCode0
ACA-Net: Towards Lightweight Speaker Verification using Asymmetric Cross AttentionCode0
A Practical Guide to Logical Access Voice Presentation Attack DetectionCode0
Integrated Parameter-Efficient Tuning for General-Purpose Audio ModelsCode0
Pairwise Similarity Learning is SimPLECode0
Parameter-Free Attentive Scoring for Speaker VerificationCode0
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition SystemCode0
Deep Residual Neural Networks for Audio Spoofing DetectionCode0
Pushing the Frontiers of Self-Distillation Prototypes Network with Dimension Regularization and Score NormalizationCode0
Pushing the limits of self-supervised speaker verification using regularized distillation frameworkCode0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification SystemsCode0
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and IdentificationCode0
End-to-End Text-Dependent Speaker VerificationCode0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without SupervisionCode0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker VerificationCode0
FDN: Finite Difference Network with Hierarchical Convolutional Features for Text-independent Speaker VerificationCode0
ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker VerificationCode0
ECAPA-TDNN for Multi-speaker Text-to-speech SynthesisCode0
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy PreservationCode0
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor WatermarkingCode0
3D Convolutional Neural Networks for Cross Audio-Visual Matching RecognitionCode0
SpeakerStew: Scaling to Many Languages with a Triaged Multilingual Text-Dependent and Text-Independent Speaker Verification SystemCode0
Feature Enhancement with Deep Feature Losses for Speaker VerificationCode0
RoDia: A New Dataset for Romanian Dialect Identification from SpeechCode0
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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