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[HTML][HTML] A survey of sound source localization with deep learning methods
This article is a survey of deep learning methods for single and multiple sound source
localization, with a focus on sound source localization in indoor environments, where …
localization, with a focus on sound source localization in indoor environments, where …
Explaining and interpreting LSTMs
While neural networks have acted as a strong unifying force in the design of modern AI
systems, the neural network architectures themselves remain highly heterogeneous due to …
systems, the neural network architectures themselves remain highly heterogeneous due to …
Towards end-to-end acoustic localization using deep learning: From audio signals to source position coordinates
This paper presents a novel approach for indoor acoustic source localization using
microphone arrays, based on a Convolutional Neural Network (CNN). In the proposed …
microphone arrays, based on a Convolutional Neural Network (CNN). In the proposed …
CRNN-based multiple DoA estimation using acoustic intensity features for Ambisonics recordings
Localizing audio sources is challenging in real reverberant environments, especially when
several sources are active. We propose to use a neural network built from stacked …
several sources are active. We propose to use a neural network built from stacked …
Blind reverberation time estimation using a convolutional neural network
The reverberation time of an acoustic environment is a useful parameter for applications
including source localisation, speech recognition and mixed reality. However, estimating the …
including source localisation, speech recognition and mixed reality. However, estimating the …
[HTML][HTML] Augmenting perception: How artificial intelligence transforms sensory substitution
What happens when artificial sensors are coupled with the human senses? Using
technology to extend the senses is an old human dream, on which sensory substitution and …
technology to extend the senses is an old human dream, on which sensory substitution and …
Quaternion convolutional neural networks for detection and localization of 3D sound events
Learning from data in the quaternion domain enables us to exploit internal dependencies of
4D signals and treating them as a single entity. One of the models that perfectly suits with …
4D signals and treating them as a single entity. One of the models that perfectly suits with …
Blind room volume estimation from single-channel noisy speech
Recent work on acoustic parameter estimation indicates that geometric room volume can be
useful for modeling the character of an acoustic environment. However, estimating volume …
useful for modeling the character of an acoustic environment. However, estimating volume …
Sound source localization for auditory perception of a humanoid robot using deep neural networks
G Boztas - Neural Computing and Applications, 2023 - Springer
This paper presents an estimation of the sound source location using deep neural networks
in order to provide auditory perception of a humanoid robot. Estimation of a moving sound …
in order to provide auditory perception of a humanoid robot. Estimation of a moving sound …
[HTML][HTML] Analyzing and visualizing deep neural networks for speech recognition with saliency-adjusted neuron activation profiles
Deep Learning-based Automatic Speech Recognition (ASR) models are very successful, but
hard to interpret. To gain a better understanding of how Artificial Neural Networks (ANNs) …
hard to interpret. To gain a better understanding of how Artificial Neural Networks (ANNs) …