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 301–325 of 746 papers

TitleStatusHype
Adaptive Margin Circle Loss for Speaker Verification—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
Deep CNN based feature extractor for text-prompted speaker recognition—0
Decision Making Based on Cohort Scores for Speaker Verification—0
DEAAN: Disentangled Embedding and Adversarial Adaptation Network for Robust Speaker Representation Learning—0
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech—0
A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database—0
Data Generation Using Pass-phrase-dependent Deep Auto-encoders for Text-Dependent Speaker Verification—0
Attention and DCT based Global Context Modeling for Text-independent Speaker Recognition—0
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification—0
CTEFM-VC: Zero-Shot Voice Conversion Based on Content-Aware Timbre Ensemble Modeling and Flow Matching—0
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing—0
Amino Acid Classification in 2D NMR Spectra via Acoustic Signal Embeddings—0
Adapting Speaker Embeddings for Speaker Diarisation—0
CS-Rep: Making Speaker Verification Networks Embracing Re-parameterization—0
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification—0
Cross-modal Speaker Verification and Recognition: A Multilingual Perspective—0
A Lightweight Speaker Recognition System Using Timbre Properties—0
Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses—0
Improving Transformer-based Networks With Locality For Automatic Speaker Verification—0
Improving Text-Independent Speaker Verification with Auxiliary Speakers Using Graph—0
Improving Target Speaker Extraction with Sparse LDA-transformed Speaker Embeddings—0
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation—0
Improving Speaker Verification with Self-Pretrained Transformer Models—0
Improving speaker verification robustness with synthetic emotional utterances—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