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 551–600 of 746 papers

TitleStatusHype
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
Weakly Supervised PLDA Training—0
When Automatic Voice Disguise Meets Automatic Speaker Verification—0
Whispered and Lombard Neural Speech Synthesis—0
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data—0
Why does Self-Supervised Learning for Speech Recognition Benefit Speaker Recognition?—0
x-vectors meet emotions: A study on dependencies between emotion and speaker recognition—0
X-Vectors with Multi-Scale Aggregation for Speaker Diarization—0
You Are What You Say: Exploiting Linguistic Content for VoicePrivacy Attacks—0
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks—0
Zero-Shot Multi-Lingual Speaker Verification in Clinical Trials—0
Automatic Voice Identification after Speech Resynthesis using PPG—0
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models—0
3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization—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
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge—0
ACE-VC: Adaptive and Controllable Voice Conversion using Explicitly Disentangled Self-supervised Speech Representations—0
結合關鍵詞驗證及語者驗證之雲端身份驗證系統 (A Cloud Speaker Authentication System Based on Keyword Verification and Speaker Verification) [In Chinese]—0
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments—0
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—0
A comparative study of several parameterizations for speaker recognition—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
A Comparison of Features for Replay Attack Detection—0
Acoustic Scene Classification Using Fusion of Attentive Convolutional Neural Networks for DCASE2019 Challenge—0
Active Voice Authentication—0
Adapting End-to-End Neural Speaker Verification to New Languages and Recording Conditions with Adversarial Training—0
Adapting Speaker Embeddings for Speaker Diarisation—0
Adaptive Margin Circle Loss for Speaker Verification—0
Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker Representations—0
A discriminative condition-aware backend for speaker verification—0
Empowering Communication: Speech Technology for Indian and Western Accents through AI-powered Speech Synthesis—0
AdVerb: Visually Guided Audio Dereverberation—0
Adversarial Data Augmentation for Robust Speaker Verification—0
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models—0
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning—0
Adversarial Reweighting for Speaker Verification Fairness—0
Adversarial Speaker Verification—0
Adversarial speech for voice privacy protection from Personalized Speech generation—0
Adversarial Transformation of Spoofing Attacks for Voice Biometrics—0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding—0
A Lightweight Speaker Recognition System Using Timbre Properties—0
Amino Acid Classification in 2D NMR Spectra via Acoustic Signal Embeddings—0
A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database—0
A Multi-View Approach To Audio-Visual Speaker Verification—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
Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition—0
Analysis of Length Normalization in End-to-End Speaker Verification System—0
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization—0
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch—0
An Attribute-Aligned Strategy for Learning Speech Representation—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