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 476–500 of 746 papers

TitleStatusHype
Mitigating Non-Target Speaker Bias in Guided Speaker Embedding—0
Mixture factorized auto-encoder for unsupervised hierarchical deep factorization of speech signal—0
Model Compression for DNN-based Speaker Verification Using Weight Quantization—0
Momentum Contrast Speaker Representation Learning—0
MSV Challenge 2022: NPU-HC Speaker Verification System for Low-resource Indian Languages—0
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
Multi-Frequency Information Enhanced Channel Attention Module for Speaker Representation Learning—0
Multi-level Temporal-channel Speaker Retrieval for Zero-shot Voice Conversion—0
Multi-objective Progressive Clustering for Semi-supervised Domain Adaptation in Speaker Verification—0
Improving Multi-Scale Aggregation Using Feature Pyramid Module for Robust Speaker Verification of Variable-Duration Utterances—0
Multi-stream Convolutional Neural Network with Frequency Selection for Robust Speaker Verification—0
Multi-task Learning for Speaker Verification and Voice Trigger Detection—0
Multi-Task Learning with High-Order Statistics for X-vector based Text-Independent Speaker Verification—0
Multi-task Metric Learning for Text-independent Speaker Verification—0
Multi-Task Network for Noise-Robust Keyword Spotting and Speaker Verification using CTC-based Soft VAD and Global Query Attention—0
Multi-Task Siamese Neural Network for Improving Replay Attack Detection—0
Multi-task Voice Activated Framework using Self-supervised Learning—0
Multi-user VoiceFilter-Lite via Attentive Speaker Embedding—0
M-Vec: Matryoshka Speaker Embeddings with Flexible Dimensions—0
NeuraGen-A Low-Resource Neural Network based approach for Gender Classification—0
Neural Codec-based Adversarial Sample Detection for Speaker Verification—0
Neural i-vectors—0
Neural Predictive Coding using Convolutional Neural Networks towards Unsupervised Learning of Speaker Characteristics—0
Non-Contrastive Self-supervised Learning for Utterance-Level Information Extraction from Speech—0
Nonlinear ISA with Auxiliary Variables for Learning Speech Representations—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