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Speaker Recognition

16 papers with code · Speech

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Speaker Recognition from Raw Waveform with SincNet

29 Jul 2018mravanelli/SincNet

Rather than employing standard hand-crafted features, the latter CNNs learn low-level speech representations from waveforms, potentially allowing the network to better capture important narrow-band speaker characteristics such as pitch and formants.

SPEAKER IDENTIFICATION SPEAKER RECOGNITION SPEAKER VERIFICATION

VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking

11 Oct 2018mindslab-ai/voicefilter

In this paper, we present a novel system that separates the voice of a target speaker from multi-speaker signals, by making use of a reference signal from the target speaker.

SPEAKER RECOGNITION SPEAKER SEPARATION SPEECH ENHANCEMENT SPEECH RECOGNITION

Deep Speaker: an End-to-End Neural Speaker Embedding System

5 May 2017philipperemy/deep-speaker

We present Deep Speaker, a neural speaker embedding system that maps utterances to a hypersphere where speaker similarity is measured by cosine similarity.

SPEAKER IDENTIFICATION SPEAKER RECOGNITION

Filterbank design for end-to-end speech separation

23 Oct 2019mpariente/asteroid

Also, we validate the use of parameterized filterbanks and show that complex-valued representations and masks are beneficial in all conditions.

SPEAKER RECOGNITION SPEECH SEPARATION

VoxCeleb2: Deep Speaker Recognition

14 Jun 2018a-nagrani/VGGVox

The objective of this paper is speaker recognition under noisy and unconstrained conditions.

SPEAKER RECOGNITION

VoxCeleb: a large-scale speaker identification dataset

Interspeech 2018 a-nagrani/VGGVox

Our second contribution is to apply and compare various state of the art speaker identification techniques on our dataset to establish baseline performance.

SPEAKER IDENTIFICATION SPEAKER RECOGNITION 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

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

Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders

25 Oct 2019andi611/Mockingjay-Speech-Representation

We present Mockingjay as a new speech representation learning approach, where bidirectional Transformer encoders are pre-trained on a large amount of unlabeled speech.

REPRESENTATION LEARNING SENTIMENT ANALYSIS SPEAKER RECOGNITION

NPLDA: A Deep Neural PLDA Model for Speaker Verification

10 Feb 2020iiscleap/NeuralPlda

The likelihood ratio score of the generative PLDA model is posed as a discriminative similarity function and the learnable parameters of the score function are optimized using a verification cost.

SPEAKER RECOGNITION SPEAKER VERIFICATION