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 151–175 of 746 papers

TitleStatusHype
Diffusion-Based Adversarial Purification for Speaker Verification—0
SALMONN: Towards Generic Hearing Abilities for Large Language ModelsCode3
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification—0
SelfVC: Voice Conversion With Iterative Refinement using Self Transformations—0
Pairwise Similarity Learning is SimPLECode0
Multi-objective Progressive Clustering for Semi-supervised Domain Adaptation in Speaker Verification—0
VoiceExtender: Short-utterance Text-independent Speaker Verification with Guided Diffusion Model—0
A privacy-preserving method using secret key for convolutional neural network-based speech classification—0
Audio-Visual Speaker Verification via Joint Cross-Attention—0
Collaborative Watermarking for Adversarial Speech Synthesis—0
Rethinking Session Variability: Leveraging Session Embeddings for Session Robustness in Speaker Verification—0
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker VerificationCode0
Efficient Black-Box Speaker Verification Model Adaptation with Reprogramming and Backend Learning—0
Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition—0
Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses—0
Improving Short Utterance Anti-Spoofing with AASIST2—0
Diff-SV: A Unified Hierarchical Framework for Noise-Robust Speaker Verification Using Score-Based Diffusion Probabilistic ModelsCode1
MASTERKEY: Practical Backdoor Attack Against Speaker Verification Systems—0
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification—0
Leveraging ASR Pretrained Conformers for Speaker Verification through Transfer Learning and Knowledge Distillation—0
RoDia: A New Dataset for Romanian Dialect Identification from SpeechCode0
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0—0
AdVerb: Visually Guided Audio Dereverberation—0
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 2023—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