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 301–350 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
Pushing the limits of self-supervised speaker verification using regularized distillation framework—0
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling—0
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
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
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
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
Deepfake audio detection by speaker verification—0
Effects of language mismatch in automatic forensic voice comparison using deep learning embeddings—0
NWPU-ASLP System for the VoicePrivacy 2022 Challenge—0
The SpeakIn Speaker Verification System for Far-Field Speaker Verification Challenge 2022—0
The SpeakIn System Description for CNSRC2022—0
The ReturnZero System for VoxCeleb Speaker Recognition Challenge 2022—0
The Royalflush System for VoxCeleb Speaker Recognition Challenge 2022—0
ConvNeXt Based Neural Network for Audio Anti-SpoofingCode0
Defend Data Poisoning Attacks on Voice Authentication—0
Time-domain speech super-resolution with GAN based modeling for telephony speaker verification—0
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verificationCode0
Spoofing-Aware Attention based ASV Back-end with Multiple Enrollment Utterances and a Sampling Strategy for the SASV Challenge 2022—0
Joint Speaker Encoder and Neural Back-end Model for Fully End-to-End Automatic Speaker Verification with Multiple Enrollment Utterances—0
Disentangled Speaker Representation Learning via Mutual Information Minimization—0
C3-DINO: Joint Contrastive and Non-contrastive Self-Supervised Learning for Speaker Verification—0
Analysis of impact of emotions on target speech extraction and speech separationCode0
Non-Contrastive Self-supervised Learning for Utterance-Level Information Extraction from Speech—0
Attention and DCT based Global Context Modeling for Text-independent Speaker Recognition—0
Amino Acid Classification in 2D NMR Spectra via Acoustic Signal Embeddings—0
The DKU-OPPO System for the 2022 Spoofing-Aware Speaker Verification Challenge—0
Adversarial Reweighting for Speaker Verification Fairness—0
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive Learning—0
Multi-Frequency Information Enhanced Channel Attention Module for Speaker Representation Learning—0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features—0
Automatic Evaluation of Speaker Similarity—0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification SystemsCode0
SASV Based on Pre-trained ASV System and Integrated Scoring Module—0
Domain Agnostic Few-shot Learning for 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