标题/作者	年份
Automated detection and forecasting of covid-19 using deep learning techniques: A review A Shoeibi, M Khodatars, R Alizadehsani, N Ghassemi, M Jafari, ... arXiv preprint arXiv:2007.10785	2020
Benchmarking methodology for selection of optimal COVID-19 diagnostic model based on entropy and TOPSIS methods MA Mohammed, KH Abdulkareem, AS Al-Waisy, SA Mostafa, ... Ieee Access 8, 99115-99131	2020
Applications of artificial intelligence in battling against covid-19: A literature review M Tayarani Chaos, Solitons & Fractals	2020
Review on diagnosis of COVID-19 from chest CT images using artificial intelligence I Ozsahin, B Sekeroglu, MS Musa, MT Mustapha, DU Ozsahin Computational and Mathematical Methods in Medicine 2020	2020
COVID-CheXNet: hybrid deep learning framework for identifying COVID-19 virus in chest X-rays images AS Al-Waisy, S Al-Fahdawi, MA Mohammed, KH Abdulkareem, ... Soft computing 27 (5), 2657-2672	2023
Review on COVID‐19 diagnosis models based on machine learning and deep learning approaches ZAA Alyasseri, MA Al‐Betar, IA Doush, MA Awadallah, AK Abasi, ... Expert systems 39 (3), e12759	2022
Collaborative federated learning for healthcare: Multi-modal covid-19 diagnosis at the edge A Qayyum, K Ahmad, MA Ahsan, A Al-Fuqaha, J Qadir IEEE Open Journal of the Computer Society 3, 172-184	2022
A new approach for computer-aided detection of coronavirus (COVID-19) from CT and X-ray images using machine learning methods A Saygılı Applied Soft Computing 105, 107323	2021
COVID-DeepNet: hybrid multimodal deep learning system for improving COVID-19 pneumonia detection in chest X-ray images AS Al-Waisy, MA Mohammed, S Al-Fahdawi, MS Maashi, ... Computers, Materials and Continua 67 (2), 2409-2429	2021
Application of machine learning in diagnosis of COVID-19 through X-ray and CT images: a scoping review H Mohammad-Rahimi, M Nadimi, A Ghalyanchi-Langeroudi, M Taheri, ... Frontiers in cardiovascular medicine 8, 638011	2021
Machine learning techniques for sequence-based prediction of viral–host interactions between SARS-CoV-2 and human proteins L Dey, S Chakraborty, A Mukhopadhyay Biomedical journal 43 (5), 438-450	2020
COVID-19 detection based on lung CT scan using deep learning techniques SV Kogilavani, J Prabhu, R Sandhiya, MS Kumar, US Subramaniam, ... Computational and Mathematical Methods in Medicine 2022	2022
Role of hybrid deep neural networks (HDNNs), computed tomography, and chest X-rays for the detection of COVID-19 M Irfan, MA Iftikhar, S Yasin, U Draz, T Ali, S Hussain, S Bukhari, ... International Journal of Environmental Research and Public Health 18 (6), 3056	2021
An IoT-based deep learning framework for early assessment of COVID-19 I Ahmed, A Ahmad, G Jeon IEEE Internet of Things Journal 8 (21), 15855-15862	2020
Deep learning applications in pulmonary medical imaging: recent updates and insights on COVID-19 H Farhat, GE Sakr, R Kilany Machine vision and applications 31, 1-42	2020
COVID-19 detection using federated machine learning M Abdul Salam, S Taha, M Ramadan PLoS One 16 (6), e0252573	2021
Machine learning research towards combating COVID-19: Virus detection, spread prevention, and medical assistance O Shahid, M Nasajpour, S Pouriyeh, RM Parizi, M Han, M Valero, F Li, ... Journal of Biomedical Informatics 117, 103751	2021
Artificial intelligence and COVID-19 using chest CT scan and chest X-ray images: machine learning and deep learning approaches for diagnosis and treatment R Fusco, R Grassi, V Granata, SV Setola, F Grassi, D Cozzi, B Pecori, ... Journal of Personalized Medicine 11 (10), 993	2021
Evolving deep convolutional neutral network by hybrid sine–cosine and extreme learning machine for real-time COVID19 diagnosis from X-ray images C Wu, M Khishe, M Mohammadi, SH Taher Karim, TA Rashid Soft Computing 27 (6), 3307-3326	2023
Chest X-ray image phase features for improved diagnosis of COVID-19 using convolutional neural network X Qi, LG Brown, DJ Foran, J Nosher, I Hacihaliloglu International journal of computer assisted radiology and surgery 16, 197-206	2021

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