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
Evaluation of Speech Representations for MOS prediction	Jun 16, 2023	PredictionSelf-Supervised Learning	CodeCode Available	1
Bts-e: Audio deepfake detection using breathing-talking-silence encoder	May 5, 2023	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	1
A Fully Tensorized Recurrent Neural Network	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	1
Backdoor Attack against Speaker Verification	Oct 22, 2020	Backdoor AttackClustering	CodeCode Available	1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech Attacks	Jul 19, 2021	Speaker Verification	CodeCode Available	1
FragmentVC: Any-to-Any Voice Conversion by End-to-End Extracting and Fusing Fine-Grained Voice Fragments With Attention	Oct 27, 2020	DisentanglementSpeaker Verification	CodeCode Available	1
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback Constraint	May 10, 2020	Speaker VerificationSpeech Synthesis	CodeCode Available	1
Improved RawNet with Feature Map Scaling for Text-independent Speaker Verification using Raw Waveforms	Apr 1, 2020	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection	Apr 14, 2019	Speaker Verification	CodeCode Available	1
Cross-modal Audio-visual Co-learning for Text-independent Speaker Verification	Feb 22, 2023	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	1
Learning spectro-temporal representations of complex sounds with parameterized neural networks	Mar 12, 2021	Action DetectionActivity Detection	CodeCode Available	1
Disentanglement in a GAN for Unconditional Speech Synthesis	Jul 4, 2023	DisentanglementGenerative Adversarial Network	CodeCode Available	1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan	Sep 1, 2021	Face SwappingSpeaker Verification	CodeCode Available	1
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein model	Aug 17, 2024	Adversarial AttackSpeaker Verification	CodeCode Available	1
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length Pairs	Apr 6, 2020	Meta-LearningSpeaker Identification	CodeCode Available	1
Multi-Stage Face-Voice Association Learning with Keynote Speaker Diarization	Jul 25, 2024	speaker-diarizationSpeaker Diarization	CodeCode Available	1
MultiSV: Dataset for Far-Field Multi-Channel Speaker Verification	Nov 11, 2021	DenoisingSpeaker Verification	CodeCode Available	1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker Verification	Dec 14, 2023	Speaker Verification	CodeCode Available	1
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech Representations	Aug 10, 2022	Emotion RecognitionSelf-Supervised Learning	CodeCode Available	1
Attack on practical speaker verification system using universal adversarial perturbations	May 19, 2021	Real-World Adversarial AttackRoom Impulse Response (RIR)	CodeCode Available	1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment Utterances	Apr 4, 2021	Speaker Verification	CodeCode Available	1
FastAudio: A Learnable Audio Front-End for Spoof Speech Detection	Sep 6, 2021	Speaker IdentificationSpeaker Verification	CodeCode Available	1
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policies	Dec 15, 2021	Speaker Verification	CodeCode Available	1
Revisiting and Improving Scoring Fusion for Spoofing-aware Speaker Verification Using Compositional Data Analysis	Jun 16, 2024	Speaker Verification	CodeCode Available	1
Pairwise Discriminative Neural PLDA for Speaker Verification	Jan 20, 2020	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