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
Far-Field Speaker Recognition Benchmark Derived From The DiPCo Corpus—0
Deep Representation Decomposition for Rate-Invariant Speaker Verification—0
SuperVoice: Text-Independent Speaker Verification Using Ultrasound Energy in Human Speech—0
DT-SV: A Transformer-based Time-domain Approach for Speaker Verification—0
PaddleSpeech: An Easy-to-Use All-in-One Speech ToolkitCode6
Learning Lip-Based Audio-Visual Speaker Embeddings with AV-HuBERTCode2
Efficient dynamic filter for robust and low computational feature extraction—0
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and IdentificationCode0
Multi-task learning improves synthetic speech detectionCode0
Why does Self-Supervised Learning for Speech Recognition Benefit Speaker Recognition?—0
Study on the Fairness of Speaker Verification Systems on Underrepresented Accents in English—0
Dictionary Attacks on Speaker VerificationCode0
The effect of speech pathology on automatic speaker verification -- a large-scale studyCode0
The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance—0
Listen only to me! How well can target speech extraction handle false alarms?—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
Self-Supervised Speech Representations Preserve Speech Characteristics while Anonymizing Voices—0
The Vicomtech Spoofing-Aware Biometric System for the SASV Challenge—0
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck—0
Frequency and Multi-Scale Selective Kernel Attention for Speaker VerificationCode1
Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification—0
Learning Decoupling Features Through Orthogonality Regularization—0
Improved Relation Networks for End-to-End Speaker Verification and Identification—0
Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification—0
Robust Disentangled Variational Speech Representation Learning for Zero-shot Voice ConversionCode1
NeuraGen-A Low-Resource Neural Network based approach for Gender Classification—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
Spoofing-Aware Speaker Verification by Multi-Level Fusion—0
Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation MapCode0
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERTCode1
Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systems—0
Robust Speaker Recognition with Transformers Using wav2vec 2.0—0
Curriculum learning for self-supervised speaker verification—0
SASV 2022: The First Spoofing-Aware Speaker Verification Challenge—0
A Speech Representation Anonymization Framework via Selective Noise PerturbationCode0
The VoicePrivacy 2022 Challenge Evaluation PlanCode1
Separating Content from Speaker Identity in Speech for the Assessment of Cognitive Impairments—0
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation—0
Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network—0
ECAPA-TDNN for Multi-speaker Text-to-speech SynthesisCode0
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch—0
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and EditingCode1
TMS: A Temporal Multi-scale Backbone Design for Speaker Embedding—0
Pushing the limits of raw waveform speaker recognitionCode3
Parameter-Free Attentive Scoring for Speaker VerificationCode0
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanationsCode1
Magnitude-aware Probabilistic Speaker EmbeddingsCode3
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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