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 601–650 of 746 papers

TitleStatusHype
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network—0
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification—0
An improved uncertainty propagation method for robust i-vector based speaker recognition—0
An Integrated Framework for Two-pass Personalized Voice Trigger—0
An Investigation of Reprogramming for Cross-Language Adaptation in Speaker Verification Systems—0
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis—0
Anti-spoofing Methods for Automatic SpeakerVerification System—0
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck—0
An Ultra-low Power RNN Classifier for Always-On Voice Wake-Up Detection Robust to Real-World Scenarios—0
基於數字文本相關之語者驗證系統的研究與實作 (Study and Implementation on Digit-related Speaker Verification) [In Chinese]—0
基於鑑別式自編碼解碼器之錄音回放攻擊偵測系統 (A Replay Spoofing Detection System Based on Discriminative Autoencoders) [In Chinese]—0
Application of ASV for Voice Identification after VC and Duration Predictor Improvement in TTS Models—0
Application of Knowledge Distillation to Multi-task Speech Representation Learning—0
A Practical Guide to Logical Access Voice Presentation Attack Detection—0
A Preliminary Exploration with GPT-4o Voice Mode—0
A privacy-preserving method using secret key for convolutional neural network-based speech classification—0
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge—0
As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research—0
A Spoofing Benchmark for the 2018 Voice Conversion Challenge: Leveraging from Spoofing Countermeasures for Speech Artifact Assessment—0
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification—0
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing—0
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech—0
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection—0
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale—0
ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech—0
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2—0
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification—0
ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system—0
Attacking Voice Anonymization Systems with Augmented Feature and Speaker Identity Difference—0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification—0
Attentive Statistics Pooling for Deep Speaker Embedding—0
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning—0
Audio-replay attack detection countermeasures—0
Audio-Visual Speaker Verification via Joint Cross-Attention—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
Automatic Evaluation of Speaker Similarity—0
Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing—0
Bayesian x-vector: Bayesian Neural Network based x-vector System for Speaker Verification—0
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer—0
Best Practices for Noise-Based Augmentation to Improve the Performance of Deployable Speech-Based Emotion Recognition Systems—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
Binary Speaker Embedding—0
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised 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
Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection—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