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
Analyzing Speaker Information in Self-Supervised Models to Improve Zero-Resource Speech ProcessingCode0
ACA-Net: Towards Lightweight Speaker Verification using Asymmetric Cross AttentionCode0
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and IdentificationCode0
The effect of speech pathology on automatic speaker verification -- a large-scale studyCode0
End-to-End Text-Dependent Speaker VerificationCode0
Integrated Parameter-Efficient Tuning for General-Purpose Audio ModelsCode0
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker VerificationCode0
Inconsistency Ranking-based Noisy Label Detection for High-quality DataCode0
ECAPA-TDNN for Multi-speaker Text-to-speech SynthesisCode0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
Dictionary Attacks on Speaker VerificationCode0
DELTA: A DEep learning based Language Technology plAtformCode0
Real Additive Margin Softmax for Speaker VerificationCode0
Universal Pooling Method of Multi-layer Features from Pretrained Models for Speaker VerificationCode0
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker VerificationCode0
Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR ModelsCode0
VoxCeleb2: Deep Speaker RecognitionCode0
A Speaker Verification Backend for Improved Calibration Performance across Varying ConditionsCode0
Spectral-Aware Low-Rank Adaptation for Speaker VerificationCode0
What does a network layer hear? Analyzing hidden representations of end-to-end ASR through speech synthesisCode0
Feature Enhancement with Deep Feature Losses for Speaker VerificationCode0
FDN: Finite Difference Network with Hierarchical Convolutional Features for Text-independent Speaker VerificationCode0
Attention-Based Models for Text-Dependent Speaker VerificationCode0
On the Detection of Adaptive Adversarial Attacks in Speaker Verification SystemsCode0
Unsupervised Learning of Disentangled and Interpretable Representations from Sequential DataCode0
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verificationCode0
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy PreservationCode0
SIG-VC: A Speaker Information Guided Zero-shot Voice Conversion System for Both Human Beings and MachinesCode0
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised LearningCode0
Robust Channel Learning for Large-Scale Radio Speaker VerificationCode0
Deep Residual Neural Networks for Audio Spoofing DetectionCode0
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor WatermarkingCode0
Robust speaker recognition using unsupervised adversarial invarianceCode0
Spoof detection using time-delay shallow neural network and feature switchingCode0
Analysis of impact of emotions on target speech extraction and speech separationCode0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification SystemsCode0
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition SystemCode0
Pairwise Similarity Learning is SimPLECode0
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument soundsCode0
RoDia: A New Dataset for Romanian Dialect Identification from SpeechCode0
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech SynthesisCode0
Adversarial Attacks on GMM i-vector based Speaker Verification SystemsCode0
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker VerificationCode0
rVAD: An Unsupervised Segment-Based Robust Voice Activity Detection MethodCode0
Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification SystemsCode0
Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation MapCode0
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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