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 251–275 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
Joint Speaker Encoder and Neural Back-end Model for Fully End-to-End Automatic Speaker Verification with Multiple Enrollment Utterances—0
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verificationCode0
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
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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