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 176–200 of 746 papers

TitleStatusHype
Deep Feature CycleGANs: Speaker Identity Preserving Non-parallel Microphone-Telephone Domain Adaptation for Speaker Verification—0
Data Generation Using Pass-phrase-dependent Deep Auto-encoders for Text-Dependent Speaker Verification—0
Deep learning-based end-to-end spoken language identification system for domain-mismatched scenario—0
Deep learning methods in speaker recognition: a review—0
Attention and DCT based Global Context Modeling for Text-independent Speaker Recognition—0
Deep neural network based i-vector mapping for speaker verification using short utterances—0
Deep Neural Network Embeddings with Gating Mechanisms for Text-Independent Speaker Verification—0
Deep Representation Decomposition for Rate-Invariant Speaker Verification—0
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2—0
Deep Speaker Embedding Learning with Multi-Level Pooling for Text-Independent Speaker Verification—0
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances—0
Deep Speaker Feature Learning for Text-independent Speaker Verification—0
Deep Speaker Vectors for Semi Text-independent Speaker Verification—0
Deep Speaker Verification: Do We Need End to End?—0
Deep Speaker Verification Model for Low-Resource Languages and Vietnamese Dataset—0
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification—0
CTEFM-VC: Zero-Shot Voice Conversion Based on Content-Aware Timbre Ensemble Modeling and Flow Matching—0
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing—0
Amino Acid Classification in 2D NMR Spectra via Acoustic Signal Embeddings—0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification—0
Design Choices for X-vector Based Speaker Anonymization—0
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets—0
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach—0
A discriminative condition-aware backend for speaker verification—0
Distinctive and Natural Speaker Anonymization via Singular Value Transformation-assisted Matrix—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