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 101–150 of 746 papers

TitleStatusHype
Source -Free Domain Adaptation for Speaker Verification in Data-Scarce Languages and Noisy Channels—0
Towards Lightweight Speaker Verification via Adaptive Neural Network Quantization—0
To what extent can ASV systems naturally defend against spoofing attacks?—0
The Database and Benchmark for the Source Speaker Tracing Challenge 2024—0
Neural Codec-based Adversarial Sample Detection for Speaker Verification—0
ERes2NetV2: Boosting Short-Duration Speaker Verification Performance with Computational Efficiency—0
Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR ModelsCode0
TinySV: Speaker Verification in TinyML with On-device Learning—0
Explainable Attribute-Based Speaker Verification—0
HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System—0
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-assisted Matrix—0
Speaker Verification in Agent-Generated Conversations—0
Speaker Embeddings With Weakly Supervised Voice Activity Detection For Efficient Speaker Diarization—0
Speaker Characterization by means of Attention Pooling—0
Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models—0
Converting Anyone's Voice: End-to-End Expressive Voice Conversion with a Conditional Diffusion Model—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
Efficient Multi-Model Fusion with Adversarial Complementary Representation Learning—0
Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker RepresentationsCode0
Text-dependent Speaker Verification (TdSV) Challenge 2024: Challenge Evaluation Plan—0
PSCodec: A Series of High-Fidelity Low-bitrate Neural Speech Codecs Leveraging Prompt Encoders—0
Zero-Shot Multi-Lingual Speaker Verification in Clinical Trials—0
3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and DiarizationCode0
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2—0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
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