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 401–450 of 746 papers

TitleStatusHype
SelfVC: Voice Conversion With Iterative Refinement using Self Transformations—0
SeniorTalk: A Chinese Conversation Dataset with Rich Annotations for Super-Aged Seniors—0
Separating Content from Speaker Identity in Speech for the Assessment of Cognitive Impairments—0
Serialized Multi-Layer Multi-Head Attention for Neural Speaker Embedding—0
Shared latent subspace modelling within Gaussian-Binary Restricted Boltzmann Machines for NIST i-Vector Challenge 2014—0
SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks—0
Short-duration Speaker Verification (SdSV) Challenge 2021: the Challenge Evaluation Plan—0
Short utterance compensation in speaker verification via cosine-based teacher-student learning of speaker embeddings—0
Shouted Speech Compensation for Speaker Verification Robust to Vocal Effort Conditions—0
Siamese Capsule Network for End-to-End Speaker Recognition In The Wild—0
Siamese Neural Network with Joint Bayesian Model Structure for Speaker Verification—0
Sketching for Large-Scale Learning of Mixture Models—0
SkipConvNet: Skip Convolutional Neural Network for Speech Dereverberation using Optimally Smoothed Spectral Mapping—0
SKQVC: One-Shot Voice Conversion by K-Means Quantization with Self-Supervised Speech Representations—0
Small footprint Text-Independent Speaker Verification for Embedded Systems—0
Source -Free Domain Adaptation for Speaker Verification in Data-Scarce Languages and Noisy Channels—0
Spatial Pyramid Encoding with Convex Length Normalization for Text-Independent Speaker Verification—0
Speaker Anonymization Using X-vector and Neural Waveform Models—0
Speaker Characterization by means of Attention Pooling—0
Speaker Comparison with Inner Product Discriminant Functions—0
Speaker De-identification System using Autoencodersand Adversarial Training—0
Speaker discrimination in humans and machines: Effects of speaking style variability—0
Speaker Embeddings With Weakly Supervised Voice Activity Detection For Efficient Speaker Diarization—0
SpeakerGAN: Recognizing Speakers in New Languages with Generative Adversarial Networks—0
Speaker Identification From Youtube Obtained Data—0
Speaker Identity Preservation in Dysarthric Speech Reconstruction by Adversarial Speaker Adaptation—0
Speaker-IPL: Unsupervised Learning of Speaker Characteristics with i-Vector based Pseudo-Labels—0
Speaker Recognition Based on Deep Learning: An Overview—0
Speaker Recognition with Random Digit Strings Using Uncertainty Normalized HMM-based i-vectors—0
Speaker Representation Learning using Global Context Guided Channel and Time-Frequency Transformations—0
Meta-Learning Framework for End-to-End Imposter Identification in Unseen Speaker Recognition—0
Speaker-Utterance Dual Attention for Speaker and Utterance Verification—0
Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech—0
Speaker verification-derived loss and data augmentation for DNN-based multispeaker speech synthesis—0
Speaker Verification Experiments for Adults and Children Using Shared Embedding Spaces—0
Speaker Verification in Agent-Generated Conversations—0
Speaker Verification in Multi-Speaker Environments Using Temporal Feature Fusion—0
Speaker verification using attentive multi-scale convolutional recurrent network—0
Speaker Verification using Convolutional Neural Networks—0
Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology—0
Spoken Pass-Phrase Verification in the i-vector Space—0
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild—0
Spoofing-Aware Attention based ASV Back-end with Multiple Enrollment Utterances and a Sampling Strategy for the SASV Challenge 2022—0
Spoofing-Aware Speaker Verification by Multi-Level Fusion—0
Spoofing-Aware Speaker Verification Robust Against Domain and Channel Mismatches—0
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation—0
Spoofing detection under noisy conditions: a preliminary investigation and an initial database—0
Spoofing-Robust Speaker Verification Based on Time-Domain Embedding—0
Spoofing-Robust Speaker Verification Using Parallel Embedding Fusion: BTU Speech Group's Approach for ASVspoof5 Challenge—0
Spot the conversation: speaker diarisation in the wild—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