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Published in 2022 at "IEEE MultiMedia"
DOI: 10.1109/mmul.2022.3146141
Abstract: Obstructive sleep apnea (OSA) is one of the most commonsleep-related breathing disorders. Nearly 1 billion people worldwide suffer from it, causing serious health effects and social burden. However, traditional monitoring systems often fall short in…
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Keywords:
sleep apnea;
deep active;
monitoring;
monitoring system ... See more keywords
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Published in 2022 at "Journal of Medical Imaging"
DOI: 10.1117/1.jmi.9.6.064001
Abstract: Abstract. Purpose To compare the performance of four deep active learning (DAL) approaches to optimize label efficiency for training diabetic retinopathy (DR) classification deep learning models. Approach 88,702 color retinal fundus photographs from 44,351 patients…
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Keywords:
random sampling;
fundus photographs;
active learning;
classification ... See more keywords
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Published in 2022 at "Optics express"
DOI: 10.1364/oe.459295
Abstract: A deep learning aided optimization algorithm for the design of flat thin-film multilayer optical systems is developed. The authors introduce a deep generative neural network, based on a variational autoencoder, to perform the optimization of…
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Keywords:
active learning;
deep active;
optical systems;
thin film ... See more keywords
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Published in 2022 at "Frontiers in Neurorobotics"
DOI: 10.3389/fnbot.2022.795846
Abstract: Although still not fully understood, sleep is known to play an important role in learning and in pruning synaptic connections. From the active inference perspective, this can be cast as learning parameters of a generative…
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Keywords:
space;
active inference;
deep active;
latent space ... See more keywords