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

Showing 125 of 746 papers

TitleStatusHype
PaddleSpeech: An Easy-to-Use All-in-One Speech ToolkitCode6
VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification BenchmarkCode5
Magnitude-aware Probabilistic Speaker EmbeddingsCode3
Pushing the limits of raw waveform speaker recognitionCode3
Ludwig: a type-based declarative deep learning toolboxCode3
ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf modelsCode3
SALMONN: Towards Generic Hearing Abilities for Large Language ModelsCode3
Golden Gemini is All You Need: Finding the Sweet Spots for Speaker VerificationCode3
Towards A Unified Conformer Structure: from ASR to ASV TaskCode2
Singer Identity Representation Learning using Self-Supervised TechniquesCode2
Learning Lip-Based Audio-Visual Speaker Embeddings with AV-HuBERTCode2
u-HuBERT: Unified Mixed-Modal Speech Pretraining And Zero-Shot Transfer to Unlabeled ModalityCode2
Crossed-Time Delay Neural Network for Speaker RecognitionCode1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and EditingCode1
Cross-modal Audio-visual Co-learning for Text-independent Speaker VerificationCode1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech AttacksCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Cross-modal information fusion for voice spoofing detectionCode1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment UtterancesCode1
Attack on practical speaker verification system using universal adversarial perturbationsCode1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer LearningCode1
Backdoor Attack against Speaker VerificationCode1
Bias in Automated Speaker RecognitionCode1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi Task SSLEER1.98Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3TitanNet -SEER1.15Unverified
4ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
5SpeechNASEER1.02Unverified
6ReDimNet-B1-LM (2.2M)EER0.85Unverified
7TitanNet -MEER0.81Unverified
8ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
9TitanNet -LEER0.68Unverified
10ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned HuBERT LargeEER2.36Unverified
2ReDimNet-B0-LM (1.0M)EER1.16Unverified
3ReDimNet-B0-LM-ASNorm (1.0M)EER1.07Unverified
4SpeechNASEER1.02Unverified
5ReDimNet-B1-LM (2.2M)EER0.85Unverified
6ReDimNet-B1-LM-ASNorm (2.2M)EER0.73Unverified
7ReDimNet-B2-SF2-LM (4.7M)EER0.57Unverified
8ReDimNet-B2-SF2-LM-ASNorm (4.7M)EER0.52Unverified
9ReDimNet-B4-LM (6.3M)EER0.51Unverified
10ReDimNet-B3-LM (3.0M)EER0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GE2ECosine EER3.55Unverified
2Cosine EER2.38Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet with Attention BackendEER10.77Unverified
2X-Vectors with Attention BackendEER10.12Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA-TDNNminDCF0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.01Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.03Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.02Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.08Unverified
#ModelMetricClaimedVerifiedStatus
1ECAPA2Test EER0.04Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50EER100Unverified