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 251–300 of 746 papers

TitleStatusHype
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—0
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space—0
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification—0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification—0
Discriminatively Re-trained i-vector Extractor for Speaker Recognition—0
Audio-replay attack detection countermeasures—0
Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition—0
Diffusion-Based Adversarial Purification for Speaker Verification—0
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning—0
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch—0
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics—0
Differentiable Supervector Extraction for Encoding Speaker and Phrase Information in Text Dependent Speaker Verification—0
Attentive Statistics Pooling for Deep Speaker Embedding—0
A discriminative condition-aware backend for speaker verification—0
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach—0
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets—0
Design Choices for X-vector Based Speaker Anonymization—0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification—0
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization—0
Defense against adversarial attacks on spoofing countermeasures of ASV—0
Defend Data Poisoning Attacks on Voice Authentication—0
Analysis of Length Normalization in End-to-End Speaker Verification System—0
Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker Representations—0
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments—0
使用性別資訊於語者驗證系統之研究與實作 (A study and implementation on Speaker Verification System using Gender Information) [In Chinese]—0
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models—0
Deep Speaker Verification Model for Low-Resource Languages and Vietnamese Dataset—0
Deep Speaker Verification: Do We Need End to End?—0
Attacking Voice Anonymization Systems with Augmented Feature and Speaker Identity Difference—0
Deep Speaker Vectors for Semi Text-independent Speaker Verification—0
Deep Speaker Feature Learning for Text-independent Speaker Verification—0
ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system—0
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances—0
Deep Speaker Embedding Learning with Multi-Level Pooling for Text-Independent Speaker Verification—0
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification—0
Deep Representation Decomposition for Rate-Invariant Speaker Verification—0
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2—0
Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition—0
Deep Neural Network Embeddings with Gating Mechanisms for Text-Independent Speaker Verification—0
Deep neural network based i-vector mapping for speaker verification using short utterances—0
ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech—0
Deep learning methods in speaker recognition: a review—0
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale—0
Analyse en Composante Principale pour l'extraction des i-vecteurs en v\'erification du locuteur (Principal Component Analysis for i-vector extraction in speaker verification.) [in French]—0
Deep learning-based end-to-end spoken language identification system for domain-mismatched scenario—0
Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification—0
Deep Feature CycleGANs: Speaker Identity Preserving Non-parallel Microphone-Telephone Domain Adaptation for Speaker Verification—0
Deepfake audio detection by speaker verification—0
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection—0
A Multi-View Approach To Audio-Visual 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