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 651–675 of 746 papers

TitleStatusHype
Catch You and I Can: Revealing Source Voiceprint Against Voice Conversion—0
CEC: A Noisy Label Detection Method for Speaker Recognition—0
Centroid-based deep metric learning for speaker recognition—0
Channel Adaptation for Speaker Verification Using Optimal Transport with Pseudo Label—0
Channel adversarial training for speaker verification and diarization—0
Class Token and Knowledge Distillation for Multi-head Self-Attention Speaker Verification Systems—0
Closing the Gap between Single-User and Multi-User VoiceFilter-Lite—0
Cluster-Guided Unsupervised Domain Adaptation for Deep Speaker Embedding—0
Codec-ASR: Training Performant Automatic Speech Recognition Systems with Discrete Speech Representations—0
Collaborative Watermarking for Adversarial Speech Synthesis—0
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection—0
Comparison of Multiple Features and Modeling Methods for Text-dependent 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
Conditional Generative Adversarial Networks for Speech Enhancement and Noise-Robust Speaker Verification—0
Continual Learning for Fake Audio Detection—0
Contrastive-mixup learning for improved speaker verification—0
Contrastive Separative Coding for Self-supervised Representation Learning—0
Converting Anyone's Voice: End-to-End Expressive Voice Conversion with a Conditional Diffusion Model—0
Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification—0
Correlation and Class Based Block Formation for Improved Structured Dictionary Learning—0
Crafting Adversarial Examples For Speech Paralinguistics Applications—0
Cross attentive pooling for speaker verification—0
Cross-domain Adaptation with Discrepancy Minimization for Text-independent Forensic Speaker Verification—0
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization—0
Cross-lingual Speaker Verification with Deep Feature Learning—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