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Supervised speech separation based on deep learning: An overview
Speech separation is the task of separating target speech from background interference.
Traditionally, speech separation is studied as a signal processing problem. A more recent …
Traditionally, speech separation is studied as a signal processing problem. A more recent …
Deep spoken keyword spotting: An overview
Spoken keyword spotting (KWS) deals with the identification of keywords in audio streams
and has become a fast-growing technology thanks to the paradigm shift introduced by deep …
and has become a fast-growing technology thanks to the paradigm shift introduced by deep …
Convolutional recurrent neural networks for small-footprint keyword spotting
Keyword spotting (KWS) constitutes a major component of human-technology interfaces.
Maximizing the detection accuracy at a low false alarm (FA) rate, while minimizing the …
Maximizing the detection accuracy at a low false alarm (FA) rate, while minimizing the …
LEAF: A learnable frontend for audio classification
Mel-filterbanks are fixed, engineered audio features which emulate human perception and
have been used through the history of audio understanding up to today. However, their …
have been used through the history of audio understanding up to today. However, their …
Acoustic scene classification: A comprehensive survey
Acoustic scene classification (ASC) has gained significant interest recently due to its diverse
applications. Various audio signal processing and machine learning methods have been …
applications. Various audio signal processing and machine learning methods have been …
A convolutional neural network for automated detection of humpback whale song in a diverse, long-term passive acoustic dataset
Passive acoustic monitoring is a well-established tool for researching the occurrence,
movements, and ecology of a wide variety of marine mammal species. Advances in …
movements, and ecology of a wide variety of marine mammal species. Advances in …
Attention guided learnable time-domain filterbanks for speech depression detection
Depression, as a global mental health problem, is lacking effective screening methods that
can help with early detection and treatment. This paper aims to facilitate the large-scale …
can help with early detection and treatment. This paper aims to facilitate the large-scale …
A review of deep learning based methods for acoustic scene classification
J Abeßer - Applied Sciences, 2020 - mdpi.com
The number of publications on acoustic scene classification (ASC) in environmental audio
recordings has constantly increased over the last few years. This was mainly stimulated by …
recordings has constantly increased over the last few years. This was mainly stimulated by …
Improving bird classification with unsupervised sound separation
This paper addresses the problem of species classification in bird song recordings. The
massive amount of available field recordings of birds presents an opportunity to use …
massive amount of available field recordings of birds presents an opportunity to use …
Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification
While using two-dimensional convolutional neural networks (2D-CNNs) in image
processing, it is possible to manipulate domain information using channel statistics, and …
processing, it is possible to manipulate domain information using channel statistics, and …