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
SEF-PNet: Speaker Encoder-Free Personalized Speech Enhancement with Local and Global Contexts AggregationCode1
Frequency and Multi-Scale Selective Kernel Attention for Speaker VerificationCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
DropClass and DropAdapt: Dropping classes for deep speaker representation learningCode1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and EditingCode1
A Probabilistic Fusion Framework for Spoofing Aware Speaker VerificationCode1
Sum-Product Networks for Robust Automatic Speaker IdentificationCode1
SVEva Fair: A Framework for Evaluating Fairness in Speaker VerificationCode1
An initial investigation on optimizing tandem speaker verification and countermeasure systems using reinforcement learningCode1
The 2022 Far-field Speaker Verification Challenge: Exploring domain mismatch and semi-supervised learning under the far-field scenarioCode1
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global contextCode1
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack DetectionCode1
FastAudio: A Learnable Audio Front-End for Spoof Speech DetectionCode1
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice ConversionCode1
Cross-modal information fusion for voice spoofing detectionCode1
A Comparison of Metric Learning Loss Functions for End-To-End Speaker VerificationCode1
CryCeleb: A Speaker Verification Dataset Based on Infant Cry SoundsCode1
Diff-SV: A Unified Hierarchical Framework for Noise-Robust Speaker Verification Using Score-Based Diffusion Probabilistic ModelsCode1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language RepresentationsCode1
Deep multi-metric learning for text-independent speaker verificationCode1
An Unsupervised Autoregressive Model for Speech Representation LearningCode1
DS-TDNN: Dual-stream Time-delay Neural Network with Global-aware Filter for Speaker VerificationCode1
Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof DetectionCode1
End-to-end anti-spoofing with RawNet2Code1
Evaluation of Speech Representations for MOS predictionCode1
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanationsCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
A Fully Tensorized Recurrent Neural NetworkCode1
Crossed-Time Delay Neural Network for Speaker RecognitionCode1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
Generalized End-to-End Loss for Speaker VerificationCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech AttacksCode1
Learning spectro-temporal representations of complex sounds with parameterized neural networksCode1
Leveraging speaker attribute information using multi task learning for speaker verification and diarizationCode1
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein modelCode1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation PlanCode1
Mitigating Unauthorized Speech Synthesis for Voice ProtectionCode1
MR-RawNet: Speaker verification system with multiple temporal resolutions for variable duration utterances using raw waveformsCode1
Cross-modal Audio-visual Co-learning for Text-independent Speaker VerificationCode1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker VerificationCode1
NPLDA: A Deep Neural PLDA Model for Speaker VerificationCode1
One-class learning towards generalized voice spoofing detectionCode1
Attack on practical speaker verification system using universal adversarial perturbationsCode1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment UtterancesCode1
Disentanglement in a GAN for Unconditional Speech SynthesisCode1
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policiesCode1
FilterAugment: An Acoustic Environmental Data Augmentation MethodCode1
RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verificationCode1
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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