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 151–200 of 746 papers

TitleStatusHype
Diffusion-Based Adversarial Purification for Speaker Verification—0
SALMONN: Towards Generic Hearing Abilities for Large Language ModelsCode3
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification—0
SelfVC: Voice Conversion With Iterative Refinement using Self Transformations—0
Pairwise Similarity Learning is SimPLECode0
Multi-objective Progressive Clustering for Semi-supervised Domain Adaptation in Speaker Verification—0
VoiceExtender: Short-utterance Text-independent Speaker Verification with Guided Diffusion Model—0
A privacy-preserving method using secret key for convolutional neural network-based speech classification—0
Audio-Visual Speaker Verification via Joint Cross-Attention—0
Collaborative Watermarking for Adversarial Speech Synthesis—0
Rethinking Session Variability: Leveraging Session Embeddings for Session Robustness in Speaker Verification—0
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker VerificationCode0
Efficient Black-Box Speaker Verification Model Adaptation with Reprogramming and Backend Learning—0
Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition—0
Improving Short Utterance Anti-Spoofing with AASIST2—0
Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses—0
Diff-SV: A Unified Hierarchical Framework for Noise-Robust Speaker Verification Using Score-Based Diffusion Probabilistic ModelsCode1
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
MASTERKEY: Practical Backdoor Attack Against Speaker Verification Systems—0
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification—0
Leveraging ASR Pretrained Conformers for Speaker Verification through Transfer Learning and Knowledge Distillation—0
RoDia: A New Dataset for Romanian Dialect Identification from SpeechCode0
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0—0
AdVerb: Visually Guided Audio Dereverberation—0
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 2023—0
VoxBlink: A Large Scale Speaker Verification Dataset on Camera—0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without SupervisionCode0
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker VerificationCode0
Exploring Binary Classification Loss For Speaker VerificationCode1
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer—0
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics—0
Disentanglement in a GAN for Unconditional Speech SynthesisCode1
VoxWatch: An open-set speaker recognition benchmark on VoxCeleb—0
Long-term Conversation Analysis: Exploring Utility and PrivacyCode0
Factors Affecting the Performance of Automated Speaker Verification in Alzheimer's Disease Clinical Trials—0
Evaluation of Speech Representations for MOS predictionCode1
Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech—0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemsCode0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker VerificationCode0
Meta-Learning Framework for End-to-End Imposter Identification in Unseen Speaker Recognition—0
Speaker verification using attentive multi-scale convolutional recurrent network—0
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofingCode0
SVVAD: Personal Voice Activity Detection for Speaker Verification—0
Towards single integrated spoofing-aware speaker verification embeddingsCode0
One-Step Knowledge Distillation and Fine-Tuning in Using Large Pre-Trained Self-Supervised Learning Models for Speaker VerificationCode1
P-vectors: A Parallel-Coupled TDNN/Transformer Network for Speaker Verification—0
SE-Bridge: Speech Enhancement with Consistent Brownian Bridge—0
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker VerificationCode0
Progressive Sub-Graph Clustering Algorithm for Semi-Supervised Domain Adaptation Speaker Verification—0
The defender's perspective on automatic speaker verification: An overview—0
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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