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 626–650 of 746 papers

TitleStatusHype
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
Squeezing value of cross-domain labels: a decoupled scoring approach for speaker verification—0
SSAVSV: Towards Unified Model for Self-Supervised Audio-Visual Speaker Verification—0
SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker Verification—0
State-of-the-art Embeddings with Video-free Segmentation of the Source VoxCeleb Data—0
STC Anti-spoofing Systems for the ASVspoof 2015 Challenge—0
STC speaker recognition systems for the NIST SRE 2021—0
Studying squeeze-and-excitation used in CNN for speaker verification—0
Study on the Fairness of Speaker Verification Systems on Underrepresented Accents in English—0
Study on the temporal pooling used in deep neural networks for speaker verification—0
Supervector Compression Strategies to Speed up I-Vector System Development—0
Supervised and Unsupervised Alignments for Spoofing Behavioral Biometrics—0
SuperVoice: Text-Independent Speaker Verification Using Ultrasound Energy in Human Speech—0
SUT Submission for NIST 2016 Speaker Recognition Evaluation: Description and Analysis—0
SUT System Description for Anti-Spoofing 2017 Challenge—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