Convolutional deep denoising autoencoders for radio astronomical images

ABSTRACT We apply a Machine Learning technique known as Convolutional Denoising Autoencoder to denoise synthetic images of state-of-the-art radio telescopes, with the goal of detecting the faint, diffused radio sources predicted to characterize the radio cosmic web. In our application, denoising is...

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Bibliographic Details
Published in:Monthly notices of the Royal Astronomical Society Vol. 509; no. 1; pp. 990 - 1009
Main Authors: Gheller, C, Vazza, F
Format: Journal Article
Language:English
Published: Oxford University Press 01.01.2022
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ISSN:0035-8711, 1365-2966
Online Access:Get full text
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