Speaker Identification
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Speaker Recognition from Raw Waveform with 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
Deep Speaker: an End-to-End Neural Speaker Embedding System
We present Deep Speaker, a neural speaker embedding system that maps utterances to a hypersphere where speaker similarity is measured by cosine similarity.
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
On Learning Associations of Faces and Voices
We computationally model the overlapping information between faces and voices and show that the learned cross-modal representation contains enough information to identify matching faces and voices with performance similar to that of humans.
A Generative Product-of-Filters Model of Audio
We propose the product-of-filters (PoF) model, a generative model that decomposes audio spectra as sparse linear combinations of "filters" in the log-spectral domain.
A domain-agnostic approach for opinion prediction on speech
WS 2016 • UKPLab/coling-peoples2016-opinion-prediction
We explore a domain-agnostic approach for analyzing speech with the goal of opinion prediction.
EMOTION RECOGNITION FEATURE ENGINEERING OPINION MINING SPEAKER IDENTIFICATION