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 701–746 of 746 papers

TitleStatusHype
Defense against adversarial attacks on spoofing countermeasures of ASV—0
Design Choices for X-vector Based Speaker Anonymization—0
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets—0
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach—0
Differentiable Supervector Extraction for Encoding Speaker and Phrase Information in Text Dependent Speaker Verification—0
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics—0
Diffusion-Based Adversarial Purification for Speaker Verification—0
Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition—0
Discriminatively Re-trained i-vector Extractor for Speaker Recognition—0
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space—0
Discussion on domain generalization in the cross-device speaker verification system—0
Disentangled Speaker Representation Learning via Mutual Information Minimization—0
Disentangling Age and Identity with a Mutual Information Minimization Approach for Cross-Age Speaker Verification—0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction—0
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification—0
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-assisted Matrix—0
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling—0
DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis—0
DNN Filter Bank Cepstral Coefficients for Spoofing Detection—0
DNN Speaker Tracking with Embeddings—0
Domain Agnostic Few-shot Learning for Speaker Verification—0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features—0
DT-SV: A Transformer-based Time-domain Approach for Speaker Verification—0
Dual-label Deep LSTM Dereverberation For Speaker Verification—0
Dynamic Kernels and Channel Attention for Low Resource Speaker Verification—0
ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings—0
ECAPA-TDNN Embeddings for Speaker Diarization—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
Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification—0
Efficient Black-Box Speaker Verification Model Adaptation with Reprogramming and Backend Learning—0
Efficient dynamic filter for robust and low computational feature extraction—0
Efficient Multi-Model Fusion with Adversarial Complementary Representation Learning—0
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models—0
End-to-End Attention based Text-Dependent Speaker Verification—0
End-To-End Audio Replay Attack Detection Using Deep Convolutional Networks with Attention—0
End-to-end losses based on speaker basis vectors and all-speaker hard negative mining for speaker verification—0
End-to-End Trainable Self-Attentive Shallow Network for Text-Independent Speaker Verification—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
Estimating Uniqueness of I-Vector Representation of Human Voice—0
Evaluating Voice Conversion-based Privacy Protection against Informed Attackers—0
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification—0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification—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