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 501–550 of 746 papers

TitleStatusHype
Multi-task Metric Learning for Text-independent Speaker Verification—0
Learning Speaker Embedding from Text-to-SpeechCode0
Tongji University Undergraduate Team for the VoxCeleb Speaker Recognition Challenge2020—0
Exploring Universal Speech Attributes for Speaker Verification with an Improved Cross-stitch Network—0
A Lightweight Speaker Recognition System Using Timbre Properties—0
Remarks on Optimal Scores for Speaker Recognition—0
A Fully Tensorized Recurrent Neural NetworkCode1
Texture-based Presentation Attack Detection for Automatic Speaker Verification—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
Siamese Capsule Network for End-to-End Speaker Recognition In The Wild—0
Open-set Short Utterance Forensic Speaker Verification using Teacher-Student Network with Explicit Inductive Bias—0
When Automatic Voice Disguise Meets Automatic Speaker Verification—0
Cross-domain Adaptation with Discrepancy Minimization for Text-independent Forensic Speaker Verification—0
Speaker Representation Learning using Global Context Guided Channel and Time-Frequency Transformations—0
NSYSU+CHT Speaker Verification System for Far-Field Speaker Verification Challenge 2020—0
Estimating Uniqueness of I-Vector Representation of Human Voice—0
Few Shot Text-Independent speaker verification using 3D-CNN—0
Using Multi-Resolution Feature Maps with Convolutional Neural Networks for Anti-Spoofing in ASV—0
Speaker-Utterance Dual Attention for Speaker and Utterance Verification—0
End-to-End Trainable Self-Attentive Shallow Network for Text-Independent Speaker Verification—0
Cross attentive pooling for speaker verification—0
Sum-Product Networks for Robust Automatic Speaker IdentificationCode1
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification—0
S-vectors and TESA: Speaker Embeddings and a Speaker Authenticator Based on Transformer Encoder—0
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data—0
Neural PLDA Modeling for End-to-End Speaker VerificationCode1
Speaker discrimination in humans and machines: Effects of speaking style variability—0
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
Exploring the Use of an Unsupervised Autoregressive Model as a Shared Encoder for Text-Dependent Speaker Verification—0
Variable frame rate-based data augmentation to handle speaking-style variability for automatic speaker verification—0
Extrapolating false alarm rates in automatic speaker verification—0
Improving on-device speaker verification using federated learning with privacy—0
Shouted Speech Compensation for Speaker Verification Robust to Vocal Effort Conditions—0
MIRNet: Learning multiple identities representations in overlapped speech—0
Self-attention encoding and pooling for speaker recognition—0
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings—0
Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System—0
UIAI System for Short-Duration Speaker Verification Challenge 2020—0
Nonlinear ISA with Auxiliary Variables for Learning Speech Representations—0
Optimization of data-driven filterbank for automatic speaker verification—0
SkipConvNet: Skip Convolutional Neural Network for Speech Dereverberation using Optimally Smoothed Spectral Mapping—0
Deep multi-metric learning for text-independent speaker verificationCode1
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization—0
DNN Speaker Tracking with Embeddings—0
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals—0
Federated Learning of User Authentication Models—0
Spot the conversation: speaker diarisation in the wild—0
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack DetectionCode1
Investigating Robustness of Adversarial Samples Detection for Automatic Speaker Verification—0
Integrated Replay Spoofing-aware Text-independent 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