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 226–250 of 746 papers

TitleStatusHype
MSV Challenge 2022: NPU-HC Speaker Verification System for Low-resource Indian Languages—0
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning—0
Improved disentangled speech representations using contrastive learning in factorized hierarchical variational autoencoder—0
Towards A Unified Conformer Structure: from ASR to ASV TaskCode2
Pushing the limits of self-supervised speaker verification using regularized distillation framework—0
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling—0
SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-SpoofingCode1
Integrated Parameter-Efficient Tuning for General-Purpose Audio ModelsCode0
Dynamic Kernels and Channel Attention for Low Resource Speaker Verification—0
LMD: A Learnable Mask Network to Detect Adversarial Examples for Speaker Verification—0
Investigation of feature processing modules and attention mechanisms in speaker verification system—0
Model Compression for DNN-based Speaker Verification Using Weight Quantization—0
Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification—0
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection—0
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space—0
Application of Knowledge Distillation to Multi-task Speech Representation Learning—0
Universal speaker recognition encoders for different speech segments duration—0
Towards zero-shot Text-based voice editing using acoustic context conditioning, utterance embeddings, and reference encoders—0
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal FragmentsCode0
Parameter-efficient transfer learning of pre-trained Transformer models for speaker verification using adapters—0
V-Cloak: Intelligibility-, Naturalness- & Timbre-Preserving Real-Time Voice Anonymization—0
In search of strong embedding extractors for speaker diarisation—0
PSVRF: Learning to restore Pitch-Shifted Voice without referenceCode0
An attention-based backend allowing efficient fine-tuning of transformer models for speaker verificationCode0
Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forwardCode1
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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