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 2650 of 746 papers

TitleStatusHype
Evaluation of Speech Representations for MOS predictionCode1
One-Step Knowledge Distillation and Fine-Tuning in Using Large Pre-Trained Self-Supervised Learning Models for Speaker VerificationCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
CryCeleb: A Speaker Verification Dataset Based on Infant Cry SoundsCode1
DS-TDNN: Dual-stream Time-delay Neural Network with Global-aware Filter for Speaker VerificationCode1
Cross-modal Audio-visual Co-learning for Text-independent Speaker VerificationCode1
VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition ChallengeCode1
Cross-modal information fusion for voice spoofing detectionCode1
SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-SpoofingCode1
Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forwardCode1
The 2022 Far-field Speaker Verification Challenge: Exploring domain mismatch and semi-supervised learning under the far-field scenarioCode1
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice ConversionCode1
IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languagesCode1
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech RepresentationsCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Extended U-Net for Speaker Verification in Noisy EnvironmentsCode1
Frequency and Multi-Scale Selective Kernel Attention for Speaker VerificationCode1
Robust Disentangled Variational Speech Representation Learning for Zero-shot Voice ConversionCode1
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERTCode1
The VoicePrivacy 2022 Challenge Evaluation PlanCode1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and EditingCode1
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanationsCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
A Probabilistic Fusion Framework for Spoofing Aware Speaker VerificationCode1
Bias in Automated Speaker RecognitionCode1
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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