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 301–350 of 746 papers

TitleStatusHype
Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification—0
HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System—0
Conditional Generative Adversarial Networks for Speech Enhancement and Noise-Robust Speaker Verification—0
How to Improve Your Speaker Embeddings Extractor in Generic Toolkits—0
Identifying Source Speakers for Voice Conversion based Spoofing Attacks on Speaker Verification Systems—0
Impact of Microphone Array Mismatches to Learning-based Replay Speech Detection—0
Impact of Naturalistic Field Acoustic Environments on Forensic Text-independent Speaker Verification System—0
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition—0
A Practical Guide to Logical Access Voice Presentation Attack Detection—0
Improved Meta-Learning Training for Speaker Verification—0
Automatic Voice Identification after Speech Resynthesis using PPG—0
Learnable Nonlinear Compression for Robust Speaker Verification—0
Improved Vocal Effort Transfer Vector Estimation for Vocal Effort-Robust Speaker Verification—0
Analyzing And Improving Neural Speaker Embeddings for ASR—0
Learning Metrics from Mean Teacher: A Supervised Learning Method for Improving the Generalization of Speaker Verification System—0
Improving Embedding Extraction for Speaker Verification with Ladder Network—0
FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments—0
Improving Short Utterance Anti-Spoofing with AASIST2—0
FROST-EMA: Finnish and Russian Oral Speech Dataset of Electromagnetic Articulography Measurements with L1, L2 and Imitated L2 Accents—0
Improving Speaker Verification with Self-Pretrained Transformer Models—0
Improving Target Speaker Extraction with Sparse LDA-transformed Speaker Embeddings—0
Improving Text-Independent Speaker Verification with Auxiliary Speakers Using Graph—0
Comparison of user models based on GMM-UBM and i-vectors for speech, handwriting, and gait assessment of Parkinson's disease patients—0
Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses—0
From Dialect Gaps to Identity Maps: Tackling Variability in Speaker Verification—0
Inclusive Speaker Verification with Adaptive thresholding—0
Incorporating Pass-Phrase Dependent Background Models for Text-Dependent Speaker Verification—0
Incorporating speaker embedding and post-filter network for improving speaker similarity of personalized speech synthesis system—0
Comparison of Multiple Features and Modeling Methods for Text-dependent Speaker Verification—0
Incorporation of Speech Duration Information in Score Fusion of Speaker Recognition Systems—0
Application of Knowledge Distillation to Multi-task Speech Representation Learning—0
Influence of Mother Tongue on English Accent—0
Frequency and temporal convolutional attention for text-independent speaker recognition—0
Integrated Multi-Level Knowledge Distillation for Enhanced Speaker Verification—0
French Listening Tests for the Assessment of Intelligibility, Quality, and Identity of Body-Conducted Speech Enhancement—0
Integrated Replay Spoofing-aware Text-independent Speaker Verification—0
Coupling a generative model with a discriminative learning framework for speaker verification—0
Integrating Frequency Translational Invariance in TDNNs and Frequency Positional Information in 2D ResNets to Enhance Speaker Verification—0
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection—0
Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systems—0
Investigation of feature processing modules and attention mechanisms in speaker verification system—0
Investigation of Speaker Representation for Target-Speaker Speech Processing—0
Fooling End-to-end Speaker Verification by Adversarial Examples—0
Investigation of Using VAE for i-Vector Speaker Verification—0
Decision Making Based on Cohort Scores for Speaker Verification—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
I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification—0
Joint Bayesian Gaussian discriminant analysis for speaker verification—0
Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification—0
Collaborative Watermarking for Adversarial Speech Synthesis—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