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 501–550 of 746 papers

TitleStatusHype
Non-native Speaker Verification for Spoken Language Assessment—0
Novel Hybrid DNN Approaches for Speaker Verification in Emotional and Stressful Talking Environments—0
Novel Quality Metric for Duration Variability Compensation in Speaker Verification using i-Vectors—0
NSYSU+CHT Speaker Verification System for Far-Field Speaker Verification Challenge 2020—0
NSYSU+CHT 團隊於 2020 遠場語者驗證比賽之語者驗證系統 (NSYSU+CHT Speaker Verification System for Far-Field Speaker Verification Challenge 2020)—0
NWPU-ASLP System for the VoicePrivacy 2022 Challenge—0
On Bottleneck Features for Text-Dependent Speaker Verification Using X-vectors—0
On deep speaker embeddings for text-independent speaker recognition—0
On Residual CNN in text-dependent speaker verification task—0
On the influence of language similarity in non-target speaker verification trials—0
On Training Targets and Activation Functions for Deep Representation Learning in Text-Dependent Speaker Verification—0
Open-set Short Utterance Forensic Speaker Verification using Teacher-Student Network with Explicit Inductive Bias—0
Optimization of data-driven filterbank for automatic speaker verification—0
Optimization of DNN-based speaker verification model through efficient quantization technique—0
Optimization of the Area Under the ROC Curve using Neural Network Supervectors for Text-Dependent Speaker Verification—0
Optimized Power Normalized Cepstral Coefficients towards Robust Deep Speaker Verification—0
Optimizing a-DCF for Spoofing-Robust Speaker Verification—0
Optimizing Multi-Taper Features for Deep Speaker Verification—0
Optimizing Tandem Speaker Verification and Anti-Spoofing Systems—0
Parameter-efficient transfer learning of pre-trained Transformer models for speaker verification using adapters—0
Parameter-Free Attentive Scoring for Speaker Verification—0
Parameterized Channel Normalization for Far-field Deep Speaker Verification—0
Partial AUC optimization based deep speaker embeddings with class-center learning for text-independent speaker verification—0
PDAF: A Phonetic Debiasing Attention Framework For Speaker Verification—0
Personalized Keyphrase Detection using Speaker and Environment Information—0
Personalized Keyword Spotting through Multi-task Learning—0
Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network—0
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification—0
Phonetic-attention scoring for deep speaker features in speaker verification—0
Phonetic-aware speaker embedding for far-field speaker verification—0
Phonetic Richness for Improved Automatic Speaker Verification—0
Physiological-Physical Feature Fusion for Automatic Voice Spoofing Detection—0
Poformer: A simple pooling transformer for speaker verification—0
Powerful Speaker Embedding Training Framework by Adversarially Disentangled Identity Representation—0
Practical Attacks on Voice Spoofing Countermeasures—0
Privacy versus Emotion Preservation Trade-offs in Emotion-Preserving Speaker Anonymization—0
Probing Deep Speaker Embeddings for Speaker-related Tasks—0
Probing Self-supervised Learning Models with Target Speech Extraction—0
Probing Speaker-specific Features in Speaker Representations—0
Probing the Information Encoded in Neural-based Acoustic Models of Automatic Speech Recognition Systems—0
Probing the Information Encoded in X-vectors—0
Progressive Sub-Graph Clustering Algorithm for Semi-Supervised Domain Adaptation Speaker Verification—0
PSCodec: A Series of High-Fidelity Low-bitrate Neural Speech Codecs Leveraging Prompt Encoders—0
Prosodic-Enhanced Siamese Convolutional Neural Networks for Cross-Device Text-Independent Speaker Verification—0
Protecting gender and identity with disentangled speech representations—0
Prototype and Instance Contrastive Learning for Unsupervised Domain Adaptation in Speaker Verification—0
Pushing the Frontiers of Self-Distillation Prototypes Network with Dimension Regularization and Score Normalization—0
Pushing the limits of self-supervised speaker verification using regularized distillation framework—0
P-vectors: A Parallel-Coupled TDNN/Transformer Network for Speaker Verification—0
Quality Measures for Speaker Verification with Short Utterances—0
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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