Deep Learning for Speech Recognition

This area focuses on advanced deep learning techniques applied to speech recognition tasks. Research includes exploring neural network architectures and training strategies to enhance automatic speech recognition performance.

Deep learning
Speech recognition
Neural networks
Acoustic modeling
Markov models

32,416 papers

Parent topic: Speech Processing and Recognition

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Papers Over Time

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Top Papers

A Tutorial On Hidden Markov Models And Selected Applications In Speech Recognition

1989 · 14,393 citations

Deep Neural Networks For Acoustic Modeling In Speech Recognition: The Shared Views Of Four Research Groups

2012 · 7,184 citations

Speech Recognition With Deep Recurrent Neural Networks

2013 · 5,043 citations

Comparison Of Parametric Representations For Monosyllabic Word Recognition In Continuously Spoken Sentences

1980 · 3,244 citations

Some Experiments On The Recognition Of Speech, With One And With Two Ears

1953 · 2,951 citations

Speech Recognition With Primarily Temporal Cues

1995 · 2,334 citations

Context-Dependent Pre-Trained Deep Neural Networks For Large-Vocabulary Speech Recognition

2012 · 2,021 citations

Robust Text-Independent Speaker Identification Using Gaussian Mixture Speaker Models

1995 · 1,975 citations

Enhancements In Immediate Speech Emotion Detection: Harnessing Prosodic And Spectral Characteristics

2024 · 1,736 citations

SpecAugment: A Simple Data Augmentation Method For Automatic Speech Recognition

2019 · 1,646 citations

Convolutional Neural Networks For Speech Recognition

2014 · 1,637 citations

An Algorithm For Intelligibility Prediction Of Time–Frequency Weighted Noisy Speech

2011 · 1,496 citations

Conformer: Convolution-augmented Transformer For Speech Recognition

2020 · 1,400 citations

Linear Prediction Of Speech

1976 · 1,367 citations

X-Vectors: Robust DNN Embeddings For Speaker Recognition

2018 · 1,345 citations

VoxCeleb2: Deep Speaker Recognition

2018 · 1,171 citations

HuBERT: Self-Supervised Speech Representation Learning By Masked Prediction Of Hidden Units

2021 · 1,152 citations

Listen, Attend And Spell: A Neural Network For Large Vocabulary Conversational Speech Recognition

2016 · 1,147 citations

RASTA Processing Of Speech

1994 · 1,144 citations

Minimum Prediction Residual Principle Applied To Speech Recognition

1975 · 1,131 citations