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 551–600 of 746 papers

TitleStatusHype
Improving on-device speaker verification using federated learning with privacy—0
Shouted Speech Compensation for Speaker Verification Robust to Vocal Effort Conditions—0
MIRNet: Learning multiple identities representations in overlapped speech—0
Self-attention encoding and pooling for speaker recognition—0
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—0
Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System—0
UIAI System for Short-Duration Speaker Verification Challenge 2020—0
Nonlinear ISA with Auxiliary Variables for Learning Speech Representations—0
Optimization of data-driven filterbank for automatic speaker verification—0
SkipConvNet: Skip Convolutional Neural Network for Speech Dereverberation using Optimally Smoothed Spectral Mapping—0
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization—0
DNN Speaker Tracking with Embeddings—0
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals—0
Federated Learning of User Authentication Models—0
Spot the conversation: speaker diarisation in the wild—0
Investigating Robustness of Adversarial Samples Detection for Automatic Speaker Verification—0
Integrated Replay Spoofing-aware Text-independent Speaker Verification—0
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised LearningCode0
Design Choices for X-vector Based Speaker Anonymization—0
On Bottleneck Features for Text-Dependent Speaker Verification Using X-vectors—0
Multi-Task Network for Noise-Robust Keyword Spotting and Speaker Verification using CTC-based Soft VAD and Global Query Attention—0
Segment Aggregation for short utterances speaker verification using raw waveformsCode0
Cross-modal Speaker Verification and Recognition: A Multilingual Perspective—0
Active Voice Authentication—0
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification—0
Bayesian x-vector: Bayesian Neural Network based x-vector System for Speaker Verification—0
Improving Multi-Scale Aggregation Using Feature Pyramid Module for Robust Speaker Verification of Variable-Duration Utterances—0
Neural i-vectors—0
Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification—0
Improving Embedding Extraction for Speaker Verification with Ladder Network—0
Defense against adversarial attacks on spoofing countermeasures of ASV—0
LONG RANGE ACOUSTIC AND DEEP FEATURES PERSPECTIVE ON ASVSPOOF 2019—0
Multi-Task Siamese Neural Network for Improving Replay Attack Detection—0
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances—0
Comparison of user models based on GMM-UBM and i-vectors for speech, handwriting, and gait assessment of Parkinson's disease patients—0
x-vectors meet emotions: A study on dependencies between emotion and speaker recognition—0
LEAP System for SRE19 CTS Challenge -- Improvements and Error Analysis—0
A Speaker Verification Backend for Improved Calibration Performance across Varying ConditionsCode0
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding—0
Multi-task Learning for Speaker Verification and Voice Trigger Detection—0
Learning Speaker Embedding with Momentum ContrastCode0
Short-duration Speaker Verification (SdSV) Challenge 2021: the Challenge Evaluation Plan—0
A Comparison of Features for Replay Attack Detection—0
A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database—0
Powerful Speaker Embedding Training Framework by Adversarially Disentangled Identity Representation—0
A discriminative condition-aware backend for speaker verification—0
Partial AUC optimization based deep speaker embeddings with class-center learning for text-independent speaker verification—0
Deep learning methods in speaker recognition: a review—0
Evaluating Voice Conversion-based Privacy Protection against Informed Attackers—0
Adversarial Attacks on GMM i-vector based Speaker Verification SystemsCode0
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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