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 376–400 of 746 papers

TitleStatusHype
The effect of speech pathology on automatic speaker verification -- a large-scale studyCode0
Listen only to me! How well can target speech extraction handle false alarms?—0
The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance—0
Self-supervised Speaker Diarization—0
Scoring of Large-Margin Embeddings for Speaker Verification: Cosine or PLDA?—0
Representation Selective Self-distillation and wav2vec 2.0 Feature Exploration for Spoof-aware Speaker Verification—0
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets—0
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck—0
Self-Supervised Speech Representations Preserve Speech Characteristics while Anonymizing Voices—0
The Vicomtech Spoofing-Aware Biometric System for the SASV Challenge—0
Learning Decoupling Features Through Orthogonality Regularization—0
Improved Relation Networks for End-to-End Speaker Verification and Identification—0
Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification—0
Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification—0
Spoofing-Aware Speaker Verification by Multi-Level Fusion—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation MapCode0
NeuraGen-A Low-Resource Neural Network based approach for Gender Classification—0
Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systems—0
Robust Speaker Recognition with Transformers Using wav2vec 2.0—0
SASV 2022: The First Spoofing-Aware Speaker Verification Challenge—0
Curriculum learning for self-supervised speaker verification—0
A Speech Representation Anonymization Framework via Selective Noise PerturbationCode0
Separating Content from Speaker Identity in Speech for the Assessment of Cognitive Impairments—0
Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network—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