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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 746 papers

TitleStatusHype
Improving Short Utterance Anti-Spoofing with AASIST2—0
Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses—0
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
MASTERKEY: Practical Backdoor Attack Against Speaker Verification Systems—0
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification—0
RoDia: A New Dataset for Romanian Dialect Identification from SpeechCode0
Leveraging ASR Pretrained Conformers for Speaker Verification through Transfer Learning and Knowledge Distillation—0
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0—0
AdVerb: Visually Guided Audio Dereverberation—0
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 2023—0
VoxBlink: A Large Scale Speaker Verification Dataset on Camera—0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision—0
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker VerificationCode0
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer—0
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics—0
VoxWatch: An open-set speaker recognition benchmark on VoxCeleb—0
Long-term Conversation Analysis: Exploring Utility and PrivacyCode0
Factors Affecting the Performance of Automated Speaker Verification in Alzheimer's Disease Clinical Trials—0
Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech—0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemsCode0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification—0
Speaker verification using attentive multi-scale convolutional recurrent network—0
Meta-Learning Framework for End-to-End Imposter Identification in Unseen Speaker Recognition—0
SVVAD: Personal Voice Activity Detection for Speaker Verification—0
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofingCode0
Towards single integrated spoofing-aware speaker verification embeddingsCode0
P-vectors: A Parallel-Coupled TDNN/Transformer Network for Speaker Verification—0
SE-Bridge: Speech Enhancement with Consistent Brownian Bridge—0
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker VerificationCode0
The defender's perspective on automatic speaker verification: An overview—0
Progressive Sub-Graph Clustering Algorithm for Semi-Supervised Domain Adaptation Speaker Verification—0
ACA-Net: Towards Lightweight Speaker Verification using Asymmetric Cross AttentionCode0
Improving Speaker Verification with Self-Pretrained Transformer Models—0
Multi-level Temporal-channel Speaker Retrieval for Zero-shot Voice Conversion—0
Improved Vocal Effort Transfer Vector Estimation for Vocal Effort-Robust Speaker Verification—0
Margin-Mixup: A Method for Robust Speaker Verification in Multi-Speaker Audio—0
Cluster-Guided Unsupervised Domain Adaptation for Deep Speaker Embedding—0
Can spoofing countermeasure and speaker verification systems be jointly optimised?Code0
Self-FiLM: Conditioning GANs with self-supervised representations for bandwidth extension based speaker recognition—0
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification—0
I-MSV 2022: Indic-Multilingual and Multi-sensor Speaker Verification Challenge—0
Catch You and I Can: Revealing Source Voiceprint Against Voice Conversion—0
Incorporating Uncertainty from Speaker Embedding Estimation to Speaker Verification—0
Improving Transformer-based Networks With Locality For Automatic Speaker Verification—0
ACE-VC: Adaptive and Controllable Voice Conversion using Explicitly Disentangled Self-supervised Speech Representations—0
Improving Target Speaker Extraction with Sparse LDA-transformed Speaker Embeddings—0
Analyzing And Improving Neural Speaker Embeddings for ASR—0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction—0
Probing Deep Speaker Embeddings for Speaker-related Tasks—0
Inconsistency Ranking-based Noisy Label Detection for High-quality DataCode0
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All datasetsVoxCelebVoxCeleb1CALLHOMECN-CELEBASVspoof 2019 - LAVibraVox (forehead accelerometer)VibraVox (headset microphone)VibraVox (rigid in-ear microphone)VibraVox (soft in-ear microphone)VibraVox (temple vibration pickup)VibraVox (throat microphone)VoxCeleb2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi Task SSLEER1.98—Unverified
2ReDimNet-B0-LM (1.0M)EER1.16—Unverified
3TitanNet -SEER1.15—Unverified
4ReDimNet-B0-LM-ASNorm (1.0M)EER1.07—Unverified
5SpeechNASEER1.02—Unverified
6ReDimNet-B1-LM (2.2M)EER0.85—Unverified
7TitanNet -MEER0.81—Unverified
8ReDimNet-B1-LM-ASNorm (2.2M)EER0.73—Unverified
9TitanNet -LEER0.68—Unverified
10ReDimNet-B2-SF2-LM (4.7M)EER0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned HuBERT LargeEER2.36—Unverified
2ReDimNet-B0-LM (1.0M)EER1.16—Unverified
3ReDimNet-B0-LM-ASNorm (1.0M)EER1.07—Unverified
4SpeechNASEER1.02—Unverified
5ReDimNet-B1-LM (2.2M)EER0.85—Unverified
6ReDimNet-B1-LM-ASNorm (2.2M)EER0.73—Unverified
7ReDimNet-B2-SF2-LM (4.7M)EER0.57—Unverified
8ReDimNet-B2-SF2-LM-ASNorm (4.7M)EER0.52—Unverified
9ReDimNet-B4-LM (6.3M)EER0.51—Unverified
10ReDimNet-B3-LM (3.0M)EER0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GE2ECosine EER3.55—Unverified
2Cosine EER2.38—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet with Attention BackendEER10.77—Unverified
2X-Vectors with Attention BackendEER10.12—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA-TDNNminDCF0—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.08—Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50EER100—Unverified