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

Showing 51100 of 746 papers

TitleStatusHype
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policiesCode1
MultiSV: Dataset for Far-Field Multi-Channel Speaker VerificationCode1
RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-SpoofingCode1
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global contextCode1
FilterAugment: An Acoustic Environmental Data Augmentation MethodCode1
Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemetic AnalysisCode1
SpeechNAS: Towards Better Trade-off between Latency and Accuracy for Large-Scale Speaker VerificationCode1
FastAudio: A Learnable Audio Front-End for Spoof Speech DetectionCode1
Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof DetectionCode1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language RepresentationsCode1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation PlanCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
SVEva Fair: A Framework for Evaluating Fairness in Speaker VerificationCode1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech AttacksCode1
Adversarial Sample Detection for Speaker Verification by Neural VocodersCode1
Attack on practical speaker verification system using universal adversarial perturbationsCode1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment UtterancesCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker SpeechCode1
Learning spectro-temporal representations of complex sounds with parameterized neural networksCode1
A Speaker Verification Backend with Robust Performance across ConditionsCode1
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive LearningCode1
End-to-end anti-spoofing with RawNet2Code1
One-class learning towards generalized voice spoofing detectionCode1
Leveraging speaker attribute information using multi task learning for speaker verification and diarizationCode1
FragmentVC: Any-to-Any Voice Conversion by End-to-End Extracting and Fusing Fine-Grained Voice Fragments With AttentionCode1
Y-Vector: Multiscale Waveform Encoder for Speaker EmbeddingCode1
Backdoor Attack against Speaker VerificationCode1
Unsupervised Representation Learning for Speaker Recognition via Contrastive Equilibrium LearningCode1
A Fully Tensorized Recurrent Neural NetworkCode1
Sum-Product Networks for Robust Automatic Speaker IdentificationCode1
Neural PLDA Modeling for End-to-End Speaker VerificationCode1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
Deep multi-metric learning for text-independent speaker verificationCode1
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack DetectionCode1
Crossed-Time Delay Neural Network for Speaker RecognitionCode1
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback ConstraintCode1
AutoSpeech: Neural Architecture Search for Speaker RecognitionCode1
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length PairsCode1
Improved RawNet with Feature Map Scaling for Text-independent Speaker Verification using Raw WaveformsCode1
A Comparison of Metric Learning Loss Functions for End-To-End Speaker VerificationCode1
NPLDA: A Deep Neural PLDA Model for Speaker VerificationCode1
An initial investigation on optimizing tandem speaker verification and countermeasure systems using reinforcement learningCode1
DropClass and DropAdapt: Dropping classes for deep speaker representation learningCode1
Pairwise Discriminative Neural PLDA for Speaker VerificationCode1
RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verificationCode1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio DetectionCode1
An Unsupervised Autoregressive Model for Speech Representation LearningCode1
Speaker Recognition from Raw Waveform with SincNetCode1
Speaker Diarization with LSTMCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi Task SSLEER1.98Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3TitanNet -SEER1.15Unverified
4ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
5SpeechNASEER1.02Unverified
6ReDimNet-B1-LM (2.2M)EER0.85Unverified
7TitanNet -MEER0.81Unverified
8ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
9TitanNet -LEER0.68Unverified
10ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned HuBERT LargeEER2.36Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
4SpeechNASEER1.02Unverified
5ReDimNet-B1-LM (2.2M)EER0.85Unverified
6ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
7ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
8ReDimNet-B2-SF2-LM-ASNorm (4.7M)EER0.52Unverified
9ReDimNet-B4-LM (6.3M)EER0.51Unverified
10ReDimNet-B3-LM (3.0M)EER0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GE2ECosine EER3.55Unverified
2Cosine EER2.38Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet with Attention BackendEER10.77Unverified
2X-Vectors with Attention BackendEER10.12Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA-TDNNminDCF0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.01Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.03Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.02Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.08Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.04Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50EER100Unverified