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 201–250 of 746 papers

TitleStatusHype
Binary Neural Network for Speaker Verification—0
Efficient Multi-Model Fusion with Adversarial Complementary Representation Learning—0
Bilingual Text-dependent Speaker Verification with Pre-trained Models for TdSV Challenge 2024—0
Efficient Black-Box Speaker Verification Model Adaptation with Reprogramming and Backend Learning—0
Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification—0
Bidirectional Multiscale Feature Aggregation for Speaker Verification—0
An improved uncertainty propagation method for robust i-vector based speaker recognition—0
Best Practices for Noise-Based Augmentation to Improve the Performance of Deployable Speech-Based Emotion Recognition Systems—0
ECAPA-TDNN Embeddings for Speaker Diarization—0
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer—0
Dynamic Kernels and Channel Attention for Low Resource Speaker Verification—0
Bayesian x-vector: Bayesian Neural Network based x-vector System for Speaker Verification—0
Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing—0
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification—0
A comparative study of several parameterizations for speaker recognition—0
DT-SV: A Transformer-based Time-domain Approach for Speaker Verification—0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features—0
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network—0
Domain Agnostic Few-shot Learning for Speaker Verification—0
DNN Speaker Tracking with Embeddings—0
DNN Filter Bank Cepstral Coefficients for Spoofing Detection—0
Dual-label Deep LSTM Dereverberation For Speaker Verification—0
DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis—0
Automatic Evaluation of Speaker Similarity—0
AdVerb: Visually Guided Audio Dereverberation—0
ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings—0
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling—0
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-assisted Matrix—0
EDITnet: A Lightweight Network for Unsupervised Domain Adaptation in Speaker Verification—0
Effects of language mismatch in automatic forensic voice comparison using deep learning embeddings—0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations—0
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification—0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction—0
Efficient dynamic filter for robust and low computational feature extraction—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models—0
An Attribute-Aligned Strategy for Learning Speech Representation—0
End-to-End Attention based Text-Dependent Speaker Verification—0
Disentangling Age and Identity with a Mutual Information Minimization Approach for Cross-Age Speaker Verification—0
End-to-end losses based on speaker basis vectors and all-speaker hard negative mining for speaker verification—0
Disentangled Speaker Representation Learning via Mutual Information Minimization—0
Discussion on domain generalization in the cross-device speaker verification system—0
Audio-Visual Speaker Verification via Joint Cross-Attention—0
Enhancement of a Text-Independent Speaker Verification System by using Feature Combination and Parallel-Structure Classifiers—0
Enhancing Age-Related Robustness in Children Speaker Verification—0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision—0
ERes2NetV2: Boosting Short-Duration Speaker Verification Performance with Computational Efficiency—0
Empowering Communication: Speech Technology for Indian and Western Accents through AI-powered Speech Synthesis—0
Estimating Uniqueness of I-Vector Representation of Human Voice—0
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—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