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 126–150 of 746 papers

TitleStatusHype
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verificationCode0
Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification SystemsCode0
Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification—0
Probing the Information Encoded in Neural-based Acoustic Models of Automatic Speech Recognition Systems—0
ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker VerificationCode0
Probing Self-supervised Learning Models with Target Speech Extraction—0
LightCAM: A Fast and Light Implementation of Context-Aware Masking based D-TDNN for Speaker Verification—0
Adversarial Data Augmentation for Robust Speaker Verification—0
ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf modelsCode3
Enhancement of a Text-Independent Speaker Verification System by using Feature Combination and Parallel-Structure Classifiers—0
Empowering Communication: Speech Technology for Indian and Western Accents through AI-powered Speech Synthesis—0
Adversarial speech for voice privacy protection from Personalized Speech generation—0
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space—0
ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings—0
Singer Identity Representation Learning using Self-Supervised TechniquesCode2
Exploratory Evaluation of Speech Content Masking—0
A New Perspective on Speaker Verification: Joint Modeling with DFSMN and TransformerCode1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker VerificationCode1
Scalable Ensemble-based Detection Method against Adversarial Attacks for speaker verification—0
Golden Gemini is All You Need: Finding the Sweet Spots for Speaker VerificationCode3
Lightweight Speaker Verification Using Transformation Module with Feature Partition and Fusion—0
LC4SV: A Denoising Framework Learning to Compensate for Unseen Speaker Verification Models—0
Phonetic-aware speaker embedding for far-field speaker verification—0
GhostVec: A New Threat to Speaker Privacy of End-to-End Speech Recognition System—0
Learning Repeatable Speech Embeddings Using An Intra-class Correlation RegularizerCode0
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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