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 1–50 of 746 papers

TitleStatusHype
SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks—0
SSAVSV: Towards Unified Model for Self-Supervised Audio-Visual Speaker Verification—0
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments—0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
Mitigating Non-Target Speaker Bias in Guided Speaker Embedding—0
You Are What You Say: Exploiting Linguistic Content for VoicePrivacy Attacks—0
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models—0
FROST-EMA: Finnish and Russian Oral Speech Dataset of Electromagnetic Articulography Measurements with L1, L2 and Imitated L2 Accents—0
Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing—0
French Listening Tests for the Assessment of Intelligibility, Quality, and Identity of Body-Conducted Speech Enhancement—0
On the influence of language similarity in non-target speaker verification trials—0
VoxAging: Continuously Tracking Speaker Aging with a Large-Scale Longitudinal Dataset in English and Mandarin—0
FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments—0
ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system—0
ASVspoof2019 vs. ASVspoof5: Assessment and ComparisonCode0
Pushing the Frontiers of Self-Distillation Prototypes Network with Dimension Regularization and Score NormalizationCode0
SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker VerificationCode0
RoVo: Robust Voice Protection Against Unauthorized Speech Synthesis with Embedding-Level Perturbations—0
FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning—0
From Dialect Gaps to Identity Maps: Tackling Variability in Speaker Verification—0
The First VoicePrivacy Attacker Challenge—0
Trainable Adaptive Score Normalization for Automatic Speaker Verification—0
CAARMA: Class Augmentation with Adversarial Mixup Regularization—0
SeniorTalk: A Chinese Conversation Dataset with Rich Annotations for Super-Aged Seniors—0
Impact of Microphone Array Mismatches to Learning-based Replay Speech Detection—0
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor WatermarkingCode0
A Preliminary Exploration with GPT-4o Voice Mode—0
Enhancing Age-Related Robustness in Children Speaker Verification—0
ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech—0
SyntheticPop: Attacking Speaker Verification Systems With Synthetic VoicePops—0
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance—0
Self-Supervised Frameworks for Speaker Verification via Bootstrapped Positive SamplingCode0
UniPET-SPK: A Unified Framework for Parameter-Efficient Tuning of Pre-trained Speech Models for Robust Speaker Verification—0
SEF-PNet: Speaker Encoder-Free Personalized Speech Enhancement with Local and Global Contexts AggregationCode1
ExPO: Explainable Phonetic Trait-Oriented Network for Speaker VerificationCode1
Probing Speaker-specific Features in Speaker Representations—0
Spectral-Aware Low-Rank Adaptation for Speaker VerificationCode0
Attacking Voice Anonymization Systems with Augmented Feature and Speaker Identity Difference—0
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization—0
Tandem spoofing-robust automatic speaker verification based on time-domain embeddings—0
MASV: Speaker Verification with Global and Local Context Mamba—0
Spoofing-Robust Speaker Verification Based on Time-Domain Embedding—0
Memory-Efficient Training for Deep Speaker Embedding Learning in Speaker Verification—0
Improving speaker verification robustness with synthetic emotional utterances—0
SKQVC: One-Shot Voice Conversion by K-Means Quantization with Self-Supervised Speech Representations—0
The SVASR System for Text-dependent Speaker Verification (TdSV) AAIC Challenge 2024—0
An Investigation of Reprogramming for Cross-Language Adaptation in Speaker Verification Systems—0
Bilingual Text-dependent Speaker Verification with Pre-trained Models for TdSV Challenge 2024—0
CTEFM-VC: Zero-Shot Voice Conversion Based on Content-Aware Timbre Ensemble Modeling and Flow Matching—0
Mitigating Unauthorized Speech Synthesis for Voice ProtectionCode1
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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