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 251–300 of 746 papers

TitleStatusHype
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation—0
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis—0
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification—0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification—0
Cross-lingual Speaker Verification with Deep Feature Learning—0
Adapting End-to-End Neural Speaker Verification to New Languages and Recording Conditions with Adversarial Training—0
Improved Vocal Effort Transfer Vector Estimation for Vocal Effort-Robust Speaker Verification—0
Improving on-device speaker verification using federated learning with privacy—0
Improving Speaker Verification with Self-Pretrained Transformer Models—0
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization—0
Cross-domain Adaptation with Discrepancy Minimization for Text-independent Forensic Speaker Verification—0
Cross attentive pooling for speaker verification—0
Active Voice Authentication—0
As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research—0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding—0
Crafting Adversarial Examples For Speech Paralinguistics Applications—0
Correlation and Class Based Block Formation for Improved Structured Dictionary Learning—0
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge—0
Improved disentangled speech representations using contrastive learning in factorized hierarchical variational autoencoder—0
Improved Meta-Learning Training for Speaker Verification—0
Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification—0
Adversarial Transformation of Spoofing Attacks for Voice Biometrics—0
Acoustic Scene Classification Using Fusion of Attentive Convolutional Neural Networks for DCASE2019 Challenge—0
Converting Anyone's Voice: End-to-End Expressive Voice Conversion with a Conditional Diffusion Model—0
Contrastive Separative Coding for Self-supervised Representation Learning—0
A privacy-preserving method using secret key for convolutional neural network-based speech classification—0
Impact of Naturalistic Field Acoustic Environments on Forensic Text-independent Speaker Verification System—0
A Preliminary Exploration with GPT-4o Voice Mode—0
Contrastive-mixup learning for improved speaker verification—0
Adversarial speech for voice privacy protection from Personalized Speech generation—0
Continual Learning for Fake Audio Detection—0
Gaussian-Constrained training for speaker verification—0
Full-info Training for Deep Speaker Feature Learning—0
Conditional Generative Adversarial Networks for Speech Enhancement and Noise-Robust Speaker Verification—0
A Practical Guide to Logical Access Voice Presentation Attack Detection—0
Automatic Voice Identification after Speech Resynthesis using PPG—0
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition—0
FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments—0
FROST-EMA: Finnish and Russian Oral Speech Dataset of Electromagnetic Articulography Measurements with L1, L2 and Imitated L2 Accents—0
An Empirical Study on Text-Independent Speaker Verification based on the GE2E Method—0
Generalized Operating Procedure for Deep Learning: an Unconstrained Optimal Design Perspective—0
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space—0
Generative Adversarial Speaker Embedding Networks for Domain Robust End-to-End Speaker Verification—0
Generative x-vectors for text-independent speaker verification—0
GhostVec: A New Threat to Speaker Privacy of End-to-End Speech Recognition System—0
GMM-ResNext: Combining Generative and Discriminative Models for Speaker Verification—0
Comparison of user models based on GMM-UBM and i-vectors for speech, handwriting, and gait assessment of Parkinson's disease patients—0
Graph Attention Networks for Anti-Spoofing—0
Graph Attention Networks for Speaker Verification—0
From Dialect Gaps to Identity Maps: Tackling Variability in Speaker Verification—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