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 601–625 of 746 papers

Title	Date	Tasks	Status
ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech	Nov 5, 2019	Person RecognitionSpeaker Verification	—Unverified
What does a network layer hear? Analyzing hidden representations of end-to-end ASR through speech synthesis	Nov 4, 2019	Speaker VerificationSpeech Enhancement	CodeCode Available
Voice Biometrics Security: Extrapolating False Alarm Rate via Hierarchical Bayesian Modeling of Speaker Verification Scores	Nov 4, 2019	Speaker Verification	—Unverified
Robust speaker recognition using unsupervised adversarial invariance	Nov 3, 2019	speaker-diarizationSpeaker Diarization	CodeCode Available
Mixture factorized auto-encoder for unsupervised hierarchical deep factorization of speech signal	Oct 30, 2019	ClusteringDecoder	—Unverified
Replay Spoofing Countermeasure Using Autoencoder and Siamese Network on ASVspoof 2019 Challenge	Oct 29, 2019	Speaker VerificationSpeech Synthesis	—Unverified
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech Synthesis	Oct 29, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
Feature Enhancement with Deep Feature Losses for Speaker Verification	Oct 25, 2019	DenoisingSpeaker Verification	CodeCode Available
Channel adversarial training for speaker verification and diarization	Oct 25, 2019	Speaker Verification	—Unverified
Self-supervised pre-training with acoustic configurations for replay spoofing detection	Oct 22, 2019	Speaker Verification	—Unverified
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification	Oct 19, 2019	Speaker Verification	CodeCode Available
Frequency and temporal convolutional attention for text-independent speaker recognition	Oct 16, 2019	Speaker RecognitionSpeaker Verification	—Unverified
Non-native Speaker Verification for Spoken Language Assessment	Sep 30, 2019	Speaker Verification	—Unverified
Self-Adaptive Soft Voice Activity Detection using Deep Neural Networks for Robust Speaker Verification	Sep 26, 2019	Action DetectionActivity Detection	—Unverified
Probing the Information Encoded in X-vectors	Sep 13, 2019	Data AugmentationSentence	—Unverified
The Ambiguous World of Emotion Representation	Sep 1, 2019	Face RecognitionSpeaker Verification	—Unverified
VAE-based Domain Adaptation for Speaker Verification	Aug 27, 2019	Domain AdaptationSpeaker Verification	—Unverified
Personal VAD: Speaker-Conditioned Voice Activity Detection	Aug 12, 2019	Action DetectionActivity Detection	CodeCode Available
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification	Aug 12, 2019	Speaker RecognitionSpeaker Verification	—Unverified
Triplet Based Embedding Distance and Similarity Learning for Text-independent Speaker Verification	Aug 6, 2019	Speaker RecognitionSpeaker Verification	—Unverified
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network	Aug 6, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
V2S attack: building DNN-based voice conversion from automatic speaker verification	Aug 5, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation	Aug 5, 2019	Domain AdaptationSpeaker Verification	—Unverified
DELTA: A DEep learning based Language Technology plAtform	Aug 2, 2019	Abstractive Text SummarizationDeep Learning	CodeCode Available
Speaker Recognition with Random Digit Strings Using Uncertainty Normalized HMM-based i-vectors	Jul 13, 2019	Speaker RecognitionSpeaker Verification	—Unverified

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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