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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 746 papers

Title	Date	Tasks	Status	Hype
Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples	Aug 23, 2024	Data AugmentationMeta-Learning	—Unverified	0
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge	Aug 19, 2024	DeepFake DetectionFace Swapping	—Unverified	0
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein model	Aug 17, 2024	Adversarial AttackSpeaker Verification	CodeCode Available	1
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale	Aug 16, 2024	Face SwappingSpeaker Verification	—Unverified	0
Supervised and Unsupervised Alignments for Spoofing Behavioral Biometrics	Aug 14, 2024	Reconstruction AttackSpeaker Verification	—Unverified	0
Automatic Voice Identification after Speech Resynthesis using PPG	Aug 5, 2024	ResynthesisSpeaker Verification	—Unverified	0
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks	Jul 28, 2024	Emotion Recognitionparameter-efficient fine-tuning	—Unverified	0
Multi-Stage Face-Voice Association Learning with Keynote Speaker Diarization	Jul 25, 2024	speaker-diarizationSpeaker Diarization	CodeCode Available	1
VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification Benchmark	Jul 16, 2024	DiversitySpeaker Identification	CodeCode Available	5
Vibravox: A Dataset of French Speech Captured with Body-conduction Audio Sensors	Jul 16, 2024	Automatic Phoneme RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Optimization of DNN-based speaker verification model through efficient quantization technique	Jul 12, 2024	QuantizationSpeaker Verification	—Unverified	0
Phonetic Richness for Improved Automatic Speaker Verification	Jul 10, 2024	Speaker RecognitionSpeaker Verification	—Unverified	0
Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology	Jul 9, 2024	Gender ClassificationSpeaker Verification	—Unverified	0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language Models	Jul 9, 2024	coreference-resolutionCoreference Resolution	CodeCode Available	0
Optimizing a-DCF for Spoofing-Robust Speaker Verification	Jul 4, 2024	Speaker VerificationText to Speech	—Unverified	0
Codec-ASR: Training Performant Automatic Speech Recognition Systems with Discrete Speech Representations	Jul 3, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
GMM-ResNext: Combining Generative and Discriminative Models for Speaker Verification	Jul 3, 2024	Deep LearningSpeaker Verification	—Unverified	0
Application of ASV for Voice Identification after VC and Duration Predictor Improvement in TTS Models	Jun 27, 2024	Speaker Verificationtext-to-speech	—Unverified	0
CEC: A Noisy Label Detection Method for Speaker Recognition	Jun 19, 2024	Speaker RecognitionSpeaker Verification	—Unverified	0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision	Jun 17, 2024	DiversityRepresentation Learning	CodeCode Available	0
Revisiting and Improving Scoring Fusion for Spoofing-aware Speaker Verification Using Compositional Data Analysis	Jun 16, 2024	Speaker Verification	CodeCode Available	1
Robust Channel Learning for Large-Scale Radio Speaker Verification	Jun 16, 2024	Data AugmentationSpeaker Verification	CodeCode Available	0
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition	Jun 16, 2024	Automatic Speech RecognitionData Poisoning	—Unverified	0
Refining Self-Supervised Learnt Speech Representation using Brain Activations	Jun 12, 2024	Automatic Speech RecognitionSpeaker Verification	—Unverified	0
MR-RawNet: Speaker verification system with multiple temporal resolutions for variable duration utterances using raw waveforms	Jun 11, 2024	Speaker Verification	CodeCode Available	1

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All datasets VoxCeleb VoxCeleb1 CALLHOME CN-CELEB ASVspoof 2019 - LA VibraVox (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

#	Model	Metric	Claimed	Verified	Status
1	Multi Task SSL	EER	1.98	—	Unverified
2	ReDimNet-B0-LM (1.0M)	EER	1.16	—	Unverified
3	TitanNet -S	EER	1.15	—	Unverified
4	ReDimNet-B0-LM-ASNorm (1.0M)	EER	1.07	—	Unverified
5	SpeechNAS	EER	1.02	—	Unverified
6	ReDimNet-B1-LM (2.2M)	EER	0.85	—	Unverified
7	TitanNet -M	EER	0.81	—	Unverified
8	ReDimNet-B1-LM-ASNorm (2.2M)	EER	0.73	—	Unverified
9	TitanNet -L	EER	0.68	—	Unverified
10	ReDimNet-B2-SF2-LM (4.7M)	EER	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Fine-tuned HuBERT Large	EER	2.36	—	Unverified
2	ReDimNet-B0-LM (1.0M)	EER	1.16	—	Unverified
3	ReDimNet-B0-LM-ASNorm (1.0M)	EER	1.07	—	Unverified
4	SpeechNAS	EER	1.02	—	Unverified
5	ReDimNet-B1-LM (2.2M)	EER	0.85	—	Unverified
6	ReDimNet-B1-LM-ASNorm (2.2M)	EER	0.73	—	Unverified
7	ReDimNet-B2-SF2-LM (4.7M)	EER	0.57	—	Unverified
8	ReDimNet-B2-SF2-LM-ASNorm (4.7M)	EER	0.52	—	Unverified
9	ReDimNet-B4-LM (6.3M)	EER	0.51	—	Unverified
10	ReDimNet-B3-LM (3.0M)	EER	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GE2E	Cosine EER	3.55	—	Unverified
2		Cosine EER	2.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet with Attention Backend	EER	10.77	—	Unverified
2	X-Vectors with Attention Backend	EER	10.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA-TDNN	minDCF	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-50	EER	100	—	Unverified