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

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Showing 601–650 of 746 papers

TitleStatusHype
ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech—0
What does a network layer hear? Analyzing hidden representations of end-to-end ASR through speech synthesisCode0
Voice Biometrics Security: Extrapolating False Alarm Rate via Hierarchical Bayesian Modeling of Speaker Verification Scores—0
Robust speaker recognition using unsupervised adversarial invarianceCode0
Mixture factorized auto-encoder for unsupervised hierarchical deep factorization of speech signal—0
Replay Spoofing Countermeasure Using Autoencoder and Siamese Network on ASVspoof 2019 Challenge—0
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech SynthesisCode0
Feature Enhancement with Deep Feature Losses for Speaker VerificationCode0
Channel adversarial training for speaker verification and diarization—0
Self-supervised pre-training with acoustic configurations for replay spoofing detection—0
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verificationCode0
Frequency and temporal convolutional attention for text-independent speaker recognition—0
Non-native Speaker Verification for Spoken Language Assessment—0
Self-Adaptive Soft Voice Activity Detection using Deep Neural Networks for Robust Speaker Verification—0
Probing the Information Encoded in X-vectors—0
The Ambiguous World of Emotion Representation—0
VAE-based Domain Adaptation for Speaker Verification—0
Personal VAD: Speaker-Conditioned Voice Activity DetectionCode0
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification—0
Triplet Based Embedding Distance and Similarity Learning for Text-independent Speaker Verification—0
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network—0
V2S attack: building DNN-based voice conversion from automatic speaker verification—0
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation—0
DELTA: A DEep learning based Language Technology plAtformCode0
Speaker Recognition with Random Digit Strings Using Uncertainty Normalized HMM-based i-vectors—0
Acoustic Scene Classification Using Fusion of Attentive Convolutional Neural Networks for DCASE2019 Challenge—0
Deep Residual Neural Networks for Audio Spoofing DetectionCode0
Unleashing the Unused Potential of I-Vectors Enabled by GPU Acceleration—0
Spatial Pyramid Encoding with Convex Length Normalization for Text-Independent Speaker Verification—0
Robust End-to-End Speaker Verification Using EEG—0
rVAD: An Unsupervised Segment-Based Robust Voice Activity Detection MethodCode0
Voice Mimicry Attacks Assisted by Automatic Speaker Verification—0
Speaker Anonymization Using X-vector and Neural Waveform Models—0
Towards robust audio spoofing detection: a detailed comparison of traditional and learned features—0
Time-Contrastive Learning Based Deep Bottleneck Features for Text-Dependent Speaker Verification—0
Adversarial Speaker Verification—0
Spoof detection using time-delay shallow neural network and feature switchingCode0
VoiceID Loss: Speech Enhancement for Speaker Verification—0
Contrastive Predictive Coding Based Feature for Automatic Speaker VerificationCode0
Multi-Task Learning with High-Order Statistics for X-vector based Text-Independent Speaker Verification—0
Deep Neural Network Embeddings with Gating Mechanisms for Text-Independent Speaker Verification—0
Attentive Statistics Pooling for Deep Speaker Embedding—0
Deep Speaker Embedding Learning with Multi-Level Pooling for Text-Independent Speaker Verification—0
An improved uncertainty propagation method for robust i-vector based speaker recognition—0
End-to-end losses based on speaker basis vectors and all-speaker hard negative mining for speaker verification—0
Centroid-based deep metric learning for speaker recognition—0
Optimization of the Area Under the ROC Curve using Neural Network Supervectors for Text-Dependent Speaker Verification—0
Quality Measures for Speaker Verification with Short Utterances—0
Tied Hidden Factors in Neural Networks for End-to-End Speaker Recognition—0
Differentiable Supervector Extraction for Encoding Speaker and Phrase Information in Text Dependent 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