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 351–375 of 746 papers

TitleStatusHype
A comparative study of several parameterizations for speaker recognition—0
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Closing the Gap between Single-User and Multi-User VoiceFilter-Lite—0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
Contrastive-mixup learning for improved speaker verification—0
Speaker Identity Preservation in Dysarthric Speech Reconstruction by Adversarial Speaker Adaptation—0
On the Detection of Adaptive Adversarial Attacks in Speaker Verification SystemsCode0
A Probabilistic Fusion Framework for Spoofing Aware Speaker VerificationCode1
Royalflush Speaker Diarization System for ICASSP 2022 Multi-channel Multi-party Meeting Transcription Challenge—0
Learnable Nonlinear Compression for Robust Speaker Verification—0
MFA: TDNN with Multi-scale Frequency-channel Attention for Text-independent Speaker Verification with Short Utterances—0
Impact of Naturalistic Field Acoustic Environments on Forensic Text-independent Speaker Verification System—0
Optimizing Tandem Speaker Verification and Anti-Spoofing Systems—0
Bias in Automated Speaker RecognitionCode1
On Training Targets and Activation Functions for Deep Representation Learning in Text-Dependent Speaker Verification—0
A Practical Guide to Logical Access Voice Presentation Attack Detection—0
Adversarial Transformation of Spoofing Attacks for Voice Biometrics—0
Task-specific Optimization of Virtual Channel Linear Prediction-based Speech Dereverberation Front-End for Far-Field Speaker VerificationCode0
Novel Hybrid DNN Approaches for Speaker Verification in Emotional and Stressful Talking Environments—0
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification—0
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policiesCode1
Self-Supervised Speaker Verification with Simple Siamese Network and Self-Supervised Regularization—0
Robust Speech Representation Learning via Flow-based Embedding Regularization—0
MultiSV: Dataset for Far-Field Multi-Channel Speaker VerificationCode1
Inclusive Speaker Verification with Adaptive thresholding—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