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
Extended U-Net for Speaker Verification in Noisy EnvironmentsCode1
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive LearningCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Speaker Diarization with LSTMCode1
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
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice ConversionCode1
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
An Unsupervised Autoregressive Model for Speech Representation LearningCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Cross-modal information fusion for voice spoofing detectionCode1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language RepresentationsCode1
Deep multi-metric learning for text-independent speaker verificationCode1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
DropClass and DropAdapt: Dropping classes for deep speaker representation learningCode1
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack DetectionCode1
Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof DetectionCode1
Crossed-Time Delay Neural Network for Speaker RecognitionCode1
Evaluation of Speech Representations for MOS predictionCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
A Fully Tensorized Recurrent Neural NetworkCode1
Backdoor Attack against Speaker VerificationCode1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech AttacksCode1
FragmentVC: Any-to-Any Voice Conversion by End-to-End Extracting and Fusing Fine-Grained Voice Fragments With AttentionCode1
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback ConstraintCode1
Improved RawNet with Feature Map Scaling for Text-independent Speaker Verification using Raw WaveformsCode1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio DetectionCode1
Cross-modal Audio-visual Co-learning for Text-independent Speaker VerificationCode1
Learning spectro-temporal representations of complex sounds with parameterized neural networksCode1
Disentanglement in a GAN for Unconditional Speech SynthesisCode1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation PlanCode1
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein modelCode1
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length PairsCode1
Multi-Stage Face-Voice Association Learning with Keynote Speaker DiarizationCode1
MultiSV: Dataset for Far-Field Multi-Channel Speaker VerificationCode1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker VerificationCode1
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech RepresentationsCode1
Attack on practical speaker verification system using universal adversarial perturbationsCode1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment UtterancesCode1
FastAudio: A Learnable Audio Front-End for Spoof Speech DetectionCode1
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policiesCode1
Revisiting and Improving Scoring Fusion for Spoofing-aware Speaker Verification Using Compositional Data AnalysisCode1
Pairwise Discriminative Neural PLDA for Speaker VerificationCode1
Show:102550
← PrevPage 2 of 15Next →

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