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Text-Independent Speaker Verification

5 papers with code · Speech

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Greatest papers with code

Text-Independent Speaker Verification Using 3D Convolutional Neural Networks

26 May 2017astorfi/3D-convolutional-speaker-recognition

In our paper, we propose an adaptive feature learning by utilizing the 3D-CNNs for direct speaker model creation in which, for both development and enrollment phases, an identical number of spoken utterances per speaker is fed to the network for representing the speakers' utterances and creation of the speaker model.

TEXT-INDEPENDENT SPEAKER VERIFICATION

Utterance-level Aggregation For Speaker Recognition In The Wild

None 2019 WeidiXie/VGG-Speaker-Recognition

The objective of this paper is speaker recognition "in the wild"-where utterances may be of variable length and also contain irrelevant signals.

SPEAKER RECOGNITION TEXT-INDEPENDENT SPEAKER VERIFICATION

RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification

17 Apr 2019Jungjee/RawNet

In this study, we explore end-to-end deep neural networks that input raw waveforms to improve various aspects: front-end speaker embedding extraction including model architecture, pre-training scheme, additional objective functions, and back-end classification.

DATA AUGMENTATION TEXT-INDEPENDENT SPEAKER VERIFICATION

Multiobjective Optimization Training of PLDA for Speaker Verification

25 Aug 2018sanphiee/MOT-sGPLDA-SRE14

Most current state-of-the-art text-independent speaker verification systems take probabilistic linear discriminant analysis (PLDA) as their backend classifiers.

MULTIOBJECTIVE OPTIMIZATION TEXT-INDEPENDENT SPEAKER VERIFICATION

Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification

3 May 2018shuimove1234/Noise-Invariant-Frame-Selection

The performance of speaker-related systems usually degrades heavily in practical applications largely due to the presence of background noise.

QUANTIZATION TEXT-INDEPENDENT SPEAKER VERIFICATION