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 426–450 of 746 papers

TitleStatusHype
To what extent can ASV systems naturally defend against spoofing attacks?—0
Trainable Adaptive Score Normalization for Automatic Speaker Verification—0
Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models—0
Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification—0
Transport-Oriented Feature Aggregation for Speaker Embedding Learning—0
Triplet Based Embedding Distance and Similarity Learning for Text-independent Speaker Verification—0
Tune-In: Training Under Negative Environments with Interference for Attention Networks Simulating Cocktail Party Effect—0
Two Methods for Spoofing-Aware Speaker Verification: Multi-Layer Perceptron Score Fusion Model and Integrated Embedding Projector—0
Two-stage iterative Procrustes match algorithm and its application for VQ-based speaker verification—0
UIAI System for Short-Duration Speaker Verification Challenge 2020—0
UniPET-SPK: A Unified Framework for Parameter-Efficient Tuning of Pre-trained Speech Models for Robust Speaker Verification—0
Universal speaker recognition encoders for different speech segments duration—0
Unleashing the Unused Potential of I-Vectors Enabled by GPU Acceleration—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
Using Deep Learning for Detecting Spoofing Attacks on Speech Signals—0
Using Multi-Resolution Feature Maps with Convolutional Neural Networks for Anti-Spoofing in ASV—0
USTC-KXDIGIT System Description for ASVspoof5 Challenge—0
V2S attack: building DNN-based voice conversion from automatic speaker verification—0
VAE-based Domain Adaptation for Speaker Verification—0
Variable frame rate-based data augmentation to handle speaking-style variability for automatic speaker verification—0
Variational Autoencoders with implicit priors for short-duration text-independent speaker verification—0
V-Cloak: Intelligibility-, Naturalness- & Timbre-Preserving Real-Time Voice Anonymization—0
V\'erification du locuteur : variations de performance (Speaker verification : results variation) [in French]—0
Vocal Tract Length Perturbation for Text-Dependent Speaker Verification with Autoregressive Prediction Coding—0
Voice Activity Detection using Temporal Characteristics of Autocorrelation Lag and Maximum Spectral Amplitude in Sub-bands—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