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 651–700 of 746 papers

TitleStatusHype
Gaussian-Constrained training for speaker verification—0
Phonetic-attention scoring for deep speaker features in speaker verification—0
Generative Adversarial Speaker Embedding Networks for Domain Robust End-to-End Speaker Verification—0
Adapting End-to-End Neural Speaker Verification to New Languages and Recording Conditions with Adversarial Training—0
How to Improve Your Speaker Embeddings Extractor in Generic Toolkits—0
Discriminatively Re-trained i-vector Extractor for Speaker Recognition—0
Attentive Filtering Networks for Audio Replay Attack DetectionCode0
Short utterance compensation in speaker verification via cosine-based teacher-student learning of speaker embeddings—0
SpeakerGAN: Recognizing Speakers in New Languages with Generative Adversarial Networks—0
Variational Autoencoders with implicit priors for short-duration text-independent speaker verification—0
Deep neural network based i-vector mapping for speaker verification using short utterances—0
使用性別資訊於語者驗證系統之研究與實作 (A study and implementation on Speaker Verification System using Gender Information) [In Chinese]—0
基於數字文本相關之語者驗證系統的研究與實作 (Study and Implementation on Digit-related Speaker Verification) [In Chinese]—0
Spoken Pass-Phrase Verification in the i-vector Space—0
Generative x-vectors for text-independent speaker verification—0
Dual-label Deep LSTM Dereverberation For Speaker Verification—0
End-To-End Audio Replay Attack Detection Using Deep Convolutional Networks with Attention—0
Three-Stage Speaker Verification Architecture in Emotional Talking Environments—0
Replay spoofing detection system for automatic speaker verification using multi-task learning of noise classes—0
Multiobjective Optimization Training of PLDA for Speaker VerificationCode0
Speaker Verification using Convolutional Neural Networks—0
Prosodic-Enhanced Siamese Convolutional Neural Networks for Cross-Device Text-Independent Speaker Verification—0
Speaker Recognition from Raw Waveform with SincNetCode1
Two-stage iterative Procrustes match algorithm and its application for VQ-based speaker verification—0
Text-Independent Speaker Verification Based on Deep Neural Networks and Segmental Dynamic Time Warping—0
VoxCeleb2: Deep Speaker RecognitionCode0
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech SynthesisCode0
Analysis of Length Normalization in End-to-End Speaker Verification System—0
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing—0
Supervector Compression Strategies to Speed up I-Vector System Development—0
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker VerificationCode0
Text-Independent Speaker Verification Using Long Short-Term Memory Networks—0
MirasVoice: A bilingual (English-Persian) speech corpus—0
On deep speaker embeddings for text-independent speaker recognition—0
t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker VerificationCode0
A Spoofing Benchmark for the 2018 Voice Conversion Challenge: Leveraging from Spoofing Countermeasures for Speech Artifact Assessment—0
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition SystemCode0
Scalable Factorized Hierarchical Variational Autoencoder TrainingCode0
I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification—0
Joint PLDA for Simultaneous Modeling of Two Factors—0
Deep CNN based feature extractor for text-prompted speaker recognition—0
Neural Predictive Coding using Convolutional Neural Networks towards Unsupervised Learning of Speaker Characteristics—0
Fooling End-to-end Speaker Verification by Adversarial Examples—0
Crafting Adversarial Examples For Speech Paralinguistics Applications—0
SUT Submission for NIST 2016 Speaker Recognition Evaluation: Description and Analysis—0
基於鑑別式自編碼解碼器之錄音回放攻擊偵測系統 (A Replay Spoofing Detection System Based on Discriminative Autoencoders) [In Chinese]—0
SUT System Description for Anti-Spoofing 2017 Challenge—0
Full-info Training for Deep Speaker Feature Learning—0
Generalized End-to-End Loss for Speaker VerificationCode1
Attention-Based Models for Text-Dependent Speaker VerificationCode0
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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