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 151–200 of 746 papers

TitleStatusHype
Investigation of Speaker Representation for Target-Speaker Speech Processing—0
DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis—0
The First VoicePrivacy Attacker Challenge Evaluation PlanCode0
State-of-the-art Embeddings with Video-free Segmentation of the Source VoxCeleb Data—0
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
M-Vec: Matryoshka Speaker Embeddings with Flexible Dimensions—0
Disentangling Age and Identity with a Mutual Information Minimization Approach for Cross-Age Speaker Verification—0
CA-MHFA: A Context-Aware Multi-Head Factorized Attentive Pooling for SSL-Based Speaker Verification—0
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild—0
Speaker-IPL: Unsupervised Learning of Speaker Characteristics with i-Vector based Pseudo-Labels—0
Integrated Multi-Level Knowledge Distillation for Enhanced Speaker Verification—0
Channel Adaptation for Speaker Verification Using Optimal Transport with Pseudo Label—0
Universal Pooling Method of Multi-layer Features from Pretrained Models for Speaker VerificationCode0
Spoofing-Aware Speaker Verification Robust Against Domain and Channel Mismatches—0
PDAF: A Phonetic Debiasing Attention Framework For Speaker Verification—0
Privacy versus Emotion Preservation Trade-offs in Emotion-Preserving Speaker Anonymization—0
USTC-KXDIGIT System Description for ASVspoof5 Challenge—0
Recursive Attentive Pooling for Extracting Speaker Embeddings from Multi-Speaker Recordings—0
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge—0
Spoofing-Robust Speaker Verification Using Parallel Embedding Fusion: BTU Speech Group's Approach for ASVspoof5 Challenge—0
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models—0
The VoxCeleb Speaker Recognition Challenge: A Retrospective—0
As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research—0
Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples—0
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge—0
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale—0
Supervised and Unsupervised Alignments for Spoofing Behavioral Biometrics—0
Automatic Voice Identification after Speech Resynthesis using PPG—0
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks—0
Optimization of DNN-based speaker verification model through efficient quantization technique—0
Phonetic Richness for Improved Automatic Speaker Verification—0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology—0
Optimizing a-DCF for Spoofing-Robust Speaker Verification—0
GMM-ResNext: Combining Generative and Discriminative Models for Speaker Verification—0
Codec-ASR: Training Performant Automatic Speech Recognition Systems with Discrete Speech Representations—0
Application of ASV for Voice Identification after VC and Duration Predictor Improvement in TTS Models—0
CEC: A Noisy Label Detection Method for Speaker Recognition—0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without SupervisionCode0
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition—0
Robust Channel Learning for Large-Scale Radio Speaker VerificationCode0
Refining Self-Supervised Learnt Speech Representation using Brain Activations—0
Source -Free Domain Adaptation for Speaker Verification in Data-Scarce Languages and Noisy Channels—0
To what extent can ASV systems naturally defend against spoofing attacks?—0
Towards Lightweight Speaker Verification via Adaptive Neural Network Quantization—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
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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