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
FilterAugment: An Acoustic Environmental Data Augmentation MethodCode1
Generalized End-to-End Loss for Speaker VerificationCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
FragmentVC: Any-to-Any Voice Conversion by End-to-End Extracting and Fusing Fine-Grained Voice Fragments With AttentionCode1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and EditingCode1
A Probabilistic Fusion Framework for Spoofing Aware Speaker VerificationCode1
SVEva Fair: A Framework for Evaluating Fairness in Speaker VerificationCode1
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker SpeechCode1
An initial investigation on optimizing tandem speaker verification and countermeasure systems using reinforcement learningCode1
IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languagesCode1
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global contextCode1
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein modelCode1
MR-RawNet: Speaker verification system with multiple temporal resolutions for variable duration utterances using raw waveformsCode1
Neural PLDA Modeling for End-to-End Speaker VerificationCode1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech AttacksCode1
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERTCode1
Bias in Automated Speaker RecognitionCode1
A Comparison of Metric Learning Loss Functions for End-To-End Speaker VerificationCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
Leveraging speaker attribute information using multi task learning for speaker verification and diarizationCode1
Crossed-Time Delay Neural Network for Speaker RecognitionCode1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language RepresentationsCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length PairsCode1
Cross-modal Audio-visual Co-learning for Text-independent Speaker VerificationCode1
Cross-modal information fusion for voice spoofing detectionCode1
An Unsupervised Autoregressive Model for Speech Representation LearningCode1
A Fully Tensorized Recurrent Neural NetworkCode1
A Speaker Verification Backend with Robust Performance across ConditionsCode1
Deep multi-metric learning for text-independent speaker verificationCode1
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanationsCode1
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech RepresentationsCode1
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice ConversionCode1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio DetectionCode1
AutoSpeech: Neural Architecture Search for Speaker RecognitionCode1
One-Step Knowledge Distillation and Fine-Tuning in Using Large Pre-Trained Self-Supervised Learning Models for Speaker VerificationCode1
Exploring Binary Classification Loss For Speaker VerificationCode1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation PlanCode1
End-to-end anti-spoofing with RawNet2Code1
Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof DetectionCode1
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policiesCode1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
Evaluation of Speech Representations for MOS predictionCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Attack on practical speaker verification system using universal adversarial perturbationsCode1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment UtterancesCode1
Backdoor Attack against Speaker VerificationCode1
Learning spectro-temporal representations of complex sounds with parameterized neural networksCode1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker VerificationCode1
SEF-PNet: Speaker Encoder-Free Personalized Speech Enhancement with Local and Global Contexts AggregationCode1
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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