Hyperparameters Optimization of Deep Convolutional Neural Network for Detecting COVID-19 Using Differential Evolution-Reference-Cited by-同舟云学术

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Hyperparameters Optimization of Deep Convolutional Neural Network for Detecting COVID-19 Using Differential Evolution

Published:2022 Issue: Volume: Page:305-325
ISSN:0884-8289
Container-title:International Series in Operations Research & Management Science
language:
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Author:

Nagib Abdelrahman Ezzeldin,Saeed Mostafa Mohamed,El-Feky Shereen Fathy,Mohamed Ali Khater

Publisher

Springer International Publishing

Link

https://link.springer.com/content/pdf/10.1007/978-3-030-87019-5_18

Reference37 articles.

1. Abbas A, Abdelsamea MM, Gaber MM (2020) ‘Classification of COVID-19 in chest X-ray images using DeTraC deep convolutional neural network’, medRxiv. medRxiv. Available at: http://arxiv.org/abs/2003.13815. Accessed: 16 January 2021

2. Afshar P et al. (2020) ‘COVID-CAPS: a capsule network-based framework for identification of COVID-19 cases from X-ray Images’, Pattern Recognition Letters. Elsevier B.V., 138, pp. 638–643. Available at: http://arxiv.org/abs/2004.02696. Accessed: 16 January 2021

3. Apostolopoulos ID, Aznaouridis S, Tzani M (2020) Extracting possibly representative COVID-19 biomarkers from X-ray images with deep learning approach and image data related to pulmonary diseases. Journal of Medical and Biological Engineering 40(3):462–469. https://doi.org/10.1007/s40846-020-00529-4

4. Apostolopoulos ID, Mpesiana TA (2020a) Covid-19: automatic detection from X-ray images utilizing transfer learning with convolutional neural networks. Physical and Engineering Sciences in Medicine 43(2):635–640. https://doi.org/10.1007/s13246-020-00865-4

5. Apostolopoulos ID, Mpesiana TA (2020b) Covid-19: automatic detection from X-ray images utilizing transfer learning with convolutional neural networks. Phys Eng Sci Med 43(2):635–640. https://doi.org/10.1007/s13246-020-00865-4

Cited by 2 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. A Comparative Study of Weight Initialization Techniques for Convolutional Neural Networks in COVID-19 Classification from X-ray Images.;2023 Intelligent Methods, Systems, and Applications (IMSA);2023-07-15

2. Relaxed Differential Evolution Algorithm;Hybrid Intelligent Systems Based on Extensions of Fuzzy Logic, Neural Networks and Metaheuristics;2023

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