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 701–746 of 746 papers

TitleStatusHype
Speaker Diarization with LSTMCode1
Unsupervised Learning of Disentangled and Interpretable Representations from Sequential DataCode0
Conditional Generative Adversarial Networks for Speech Enhancement and Noise-Robust Speaker Verification—0
Correlation and Class Based Block Formation for Improved Structured Dictionary Learning—0
Comparison of Multiple Features and Modeling Methods for Text-dependent Speaker Verification—0
Deep Speaker Verification: Do We Need End to End?—0
Cross-lingual Speaker Verification with Deep Feature Learning—0
3D Convolutional Neural Networks for Cross Audio-Visual Matching RecognitionCode0
On Residual CNN in text-dependent speaker verification task—0
Text-Independent Speaker Verification Using 3D Convolutional Neural NetworksCode0
Investigation of Using VAE for i-Vector Speaker Verification—0
Audio-replay attack detection countermeasures—0
Anti-spoofing Methods for Automatic SpeakerVerification System—0
Deep Speaker Feature Learning for Text-independent Speaker Verification—0
Time-Contrastive Learning Based DNN Bottleneck Features for Text-Dependent Speaker Verification—0
DNN Filter Bank Cepstral Coefficients for Spoofing Detection—0
End-to-End Attention based Text-Dependent Speaker Verification—0
Joint Bayesian Gaussian discriminant analysis for speaker verification—0
Incorporating Pass-Phrase Dependent Background Models for Text-Dependent Speaker Verification—0
Investigation of Synthetic Speech Detection Using Frame- and Segment-Specific Importance Weighting—0
Decision Making Based on Cohort Scores for Speaker Verification—0
Local Training for PLDA in Speaker Verification—0
Weakly Supervised PLDA Training—0
Incorporation of Speech Duration Information in Score Fusion of Speaker Recognition Systems—0
Sketching for Large-Scale Learning of Mixture Models—0
Aicyber at SemEval-2016 Task 4: i-vector based sentence representationCode0
Spoofing detection under noisy conditions: a preliminary investigation and an initial database—0
Binary Speaker Embedding—0
End-to-End Text-Dependent Speaker VerificationCode0
Using Deep Learning for Detecting Spoofing Attacks on Speech Signals—0
STC Anti-spoofing Systems for the ASVspoof 2015 Challenge—0
The SYSU System for the Interspeech 2015 Automatic Speaker Verification Spoofing and Countermeasures Challenge—0
Deep Speaker Vectors for Semi Text-independent Speaker Verification—0
Shared latent subspace modelling within Gaussian-Binary Restricted Boltzmann Machines for NIST i-Vector Challenge 2014—0
F0 Modeling In Hmm-Based Speech Synthesis System Using Deep Belief Network—0
Voice Activity Detection using Temporal Characteristics of Autocorrelation Lag and Maximum Spectral Amplitude in Sub-bands—0
Influence of Mother Tongue on English Accent—0
Speaker Identification From Youtube Obtained Data—0
以二維共振峰分布建立語者音色模型及其在語者驗證上之應用 (Using 2D Formant Distribution to Build Speaker Models and Its Application in Speaker Verification) [In Chinese]—0
結合I-Vector 及深層神經網路之語者驗證系統 (Text-independent Speaker Verification using a Hybrid I-Vector/DNN Approach) [In Chinese]—0
結合關鍵詞驗證及語者驗證之雲端身份驗證系統 (A Cloud Speaker Authentication System Based on Keyword Verification and Speaker Verification) [In Chinese]—0
Robust Support Vector Machines for Speaker Verification Task—0
Analyse en Composante Principale pour l'extraction des i-vecteurs en v\'erification du locuteur (Principal Component Analysis for i-vector extraction in speaker verification.) [in French]—0
Segmentation et Regroupement en Locuteurs d'une collection de documents audio (Cross-show speaker diarization) [in French]—0
V\'erification du locuteur : variations de performance (Speaker verification : results variation) [in French]—0
Speaker Comparison with Inner Product Discriminant Functions—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