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 101–150 of 746 papers

TitleStatusHype
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERTCode1
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models—0
An Investigation of Reprogramming for Cross-Language Adaptation in Speaker Verification Systems—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
An Integrated Framework for Two-pass Personalized Voice Trigger—0
Binary Speaker Embedding—0
Adversarial Data Augmentation for Robust Speaker Verification—0
Deep CNN based feature extractor for text-prompted speaker recognition—0
An improved uncertainty propagation method for robust i-vector based speaker recognition—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
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
Bidirectional Multiscale Feature Aggregation for Speaker Verification—0
Bilingual Text-dependent Speaker Verification with Pre-trained Models for TdSV Challenge 2024—0
Binary Neural Network for Speaker Verification—0
DEAAN: Disentangled Embedding and Adversarial Adaptation Network for Robust Speaker Representation Learning—0
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification—0
Decision Making Based on Cohort Scores for Speaker Verification—0
C3-DINO: Joint Contrastive and Non-contrastive Self-Supervised Learning for Speaker Verification—0
CAARMA: Class Augmentation with Adversarial Mixup Regularization—0
CA-MHFA: A Context-Aware Multi-Head Factorized Attentive Pooling for SSL-Based Speaker Verification—0
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis—0
Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection—0
Deepfake audio detection by speaker verification—0
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network—0
Automatic Evaluation of Speaker Similarity—0
AdVerb: Visually Guided Audio Dereverberation—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
An Attribute-Aligned Strategy for Learning Speech Representation—0
Audio-Visual Speaker Verification via Joint Cross-Attention—0
Empowering Communication: Speech Technology for Indian and Western Accents through AI-powered Speech Synthesis—0
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—0
Attention and DCT based Global Context Modeling for Text-independent Speaker Recognition—0
Audio-replay attack detection countermeasures—0
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning—0
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch—0
Attentive Statistics Pooling for Deep Speaker Embedding—0
A discriminative condition-aware backend for speaker verification—0
使用性別資訊於語者驗證系統之研究與實作 (A study and implementation on Speaker Verification System using Gender Information) [In Chinese]—0
CTEFM-VC: Zero-Shot Voice Conversion Based on Content-Aware Timbre Ensemble Modeling and Flow Matching—0
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization—0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification—0
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments—0
Analysis of Length Normalization in End-to-End Speaker Verification System—0
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models—0
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification—0
Show:102550
← PrevPage 3 of 15Next →
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