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 251–300 of 746 papers

TitleStatusHype
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
The 2022 Far-field Speaker Verification Challenge: Exploring domain mismatch and semi-supervised learning under the far-field scenarioCode1
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice ConversionCode1
Defend Data Poisoning Attacks on Voice Authentication—0
Time-domain speech super-resolution with GAN based modeling for telephony speaker verification—0
Spoofing-Aware Attention based ASV Back-end with Multiple Enrollment Utterances and a Sampling Strategy for the SASV Challenge 2022—0
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verificationCode0
Joint Speaker Encoder and Neural Back-end Model for Fully End-to-End Automatic Speaker Verification with Multiple Enrollment Utterances—0
IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languagesCode1
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
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech RepresentationsCode1
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
Adversarial Reweighting for Speaker Verification Fairness—0
The DKU-OPPO System for the 2022 Spoofing-Aware Speaker Verification Challenge—0
u-HuBERT: Unified Mixed-Modal Speech Pretraining And Zero-Shot Transfer to Unlabeled ModalityCode2
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive LearningCode0
Multi-Frequency Information Enhanced Channel Attention Module for Speaker Representation Learning—0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features—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
Automatic Evaluation of Speaker Similarity—0
Personalized Keyword Spotting through Multi-task Learning—0
Domain Agnostic Few-shot Learning for Speaker Verification—0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification—0
Speaker Verification in Multi-Speaker Environments Using Temporal Feature Fusion—0
Learning from human perception to improve automatic speaker verification in style-mismatched conditions—0
Two Methods for Spoofing-Aware Speaker Verification: Multi-Layer Perceptron Score Fusion Model and Integrated Embedding Projector—0
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach—0
Extended U-Net for Speaker Verification in Noisy EnvironmentsCode1
Transport-Oriented Feature Aggregation for Speaker Embedding Learning—0
Towards End-to-End Private Automatic Speaker Recognition—0
Identifying Source Speakers for Voice Conversion based Spoofing Attacks on Speaker Verification Systems—0
Tackling Spoofing-Aware Speaker Verification with Multi-Model Fusion—0
EDITnet: A Lightweight Network for Unsupervised Domain Adaptation in Speaker Verification—0
Learnable Frequency Filters for Speech Feature Extraction in Speaker Verification—0
Towards Speaker Verification for Crowdsourced Speech Collections—0
Deep learning-based end-to-end spoken language identification system for domain-mismatched scenario—0
Towards Speech-only Opinion-level Sentiment Analysis—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