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 201–225 of 746 papers

Title	Date	Tasks	Status	Hype
ACA-Net: Towards Lightweight Speaker Verification using Asymmetric Cross Attention	May 20, 2023	Speaker Verification	CodeCode Available	0
Improving Speaker Verification with Self-Pretrained Transformer Models	May 17, 2023	Speaker Verification	—Unverified	0
Multi-level Temporal-channel Speaker Retrieval for Zero-shot Voice Conversion	May 12, 2023	DisentanglementRetrieval	—Unverified	0
Bts-e: Audio deepfake detection using breathing-talking-silence encoder	May 5, 2023	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	1
Improved Vocal Effort Transfer Vector Estimation for Vocal Effort-Robust Speaker Verification	May 3, 2023	Speaker Verification	—Unverified	0
CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds	May 1, 2023	Speaker Verification	CodeCode Available	1
Margin-Mixup: A Method for Robust Speaker Verification in Multi-Speaker Audio	Apr 7, 2023	Speaker Verification	—Unverified	0
Cluster-Guided Unsupervised Domain Adaptation for Deep Speaker Embedding	Mar 28, 2023	ClusteringDomain Adaptation	—Unverified	0
DS-TDNN: Dual-stream Time-delay Neural Network with Global-aware Filter for Speaker Verification	Mar 20, 2023	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	1
Can spoofing countermeasure and speaker verification systems be jointly optimised?	Mar 13, 2023	Speaker Verification	CodeCode Available	0
Self-FiLM: Conditioning GANs with self-supervised representations for bandwidth extension based speaker recognition	Mar 7, 2023	Bandwidth ExtensionSpeaker Recognition	—Unverified	0
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification	Mar 2, 2023	Knowledge DistillationSpeaker Verification	—Unverified	0
I-MSV 2022: Indic-Multilingual and Multi-sensor Speaker Verification Challenge	Feb 26, 2023	Speaker Verification	—Unverified	0
Catch You and I Can: Revealing Source Voiceprint Against Voice Conversion	Feb 24, 2023	Representation LearningSpeaker Verification	—Unverified	0
Incorporating Uncertainty from Speaker Embedding Estimation to Speaker Verification	Feb 23, 2023	Speaker Verification	—Unverified	0
Cross-modal Audio-visual Co-learning for Text-independent Speaker Verification	Feb 22, 2023	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	1
VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challenge	Feb 20, 2023	Speaker DiarizationSpeaker Recognition	CodeCode Available	1
Improving Transformer-based Networks With Locality For Automatic Speaker Verification	Feb 17, 2023	Speaker Verification	—Unverified	0
ACE-VC: Adaptive and Controllable Voice Conversion using Explicitly Disentangled Self-supervised Speech Representations	Feb 16, 2023	Self-Supervised LearningSpeaker Verification	—Unverified	0
Cross-modal information fusion for voice spoofing detection	Feb 1, 2023	Automatic Speech Recognitionfake voice detection	CodeCode Available	1
Improving Target Speaker Extraction with Sparse LDA-transformed Speaker Embeddings	Jan 16, 2023	Speaker VerificationSpeech Separation	—Unverified	0
Analyzing And Improving Neural Speaker Embeddings for ASR	Jan 11, 2023	Speaker Verification	—Unverified	0
Probing Deep Speaker Embeddings for Speaker-related Tasks	Dec 14, 2022	Speaker RecognitionSpeaker Verification	—Unverified	0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction	Dec 14, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Inconsistency Ranking-based Noisy Label Detection for High-quality Data	Dec 1, 2022	Metric LearningSpeaker Recognition	CodeCode Available	0

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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