The COVID-19 pandemic caused by the SARS-CoV-2 virus has spread rapidly worldwide, leading to a global outbreak. Most governments, enterprises, and scientific research institutions are participating in the COVID-19 struggle to curb the spread of the pandemic. As a powerful tool against COVID-19, artificial intelligence (AI) technologies are widely used in combating this pandemic. In this survey, we investigate the main scope and contributions of AI in combating COVID-19 from the aspects of disease detection and diagnosis, virology and pathogenesis, drug and vaccine development, and epidemic and transmission prediction. In addition, we summarize the available data and resources that can be used for AI-based COVID-19 research. Finally, the main challenges and potential directions of AI in fighting against COVID-19 are discussed. Currently, AI mainly focuses on medical image inspection, genomics, drug development, and transmission prediction, and thus AI still has great potential in this field. This survey presents medical and AI researchers with a comprehensive view of the existing and potential applications of AI technology in combating COVID-19 with the goal of inspiring researchers to continue to maximize the advantages of AI and big data to fight COVID-19.
翻译:由SARS-CoV-2病毒引起的COVID-19大流行在全世界迅速蔓延,导致全球爆发,大多数政府、企业和科研机构正在参与COVID-19遏制该流行病蔓延的斗争,作为对抗COVID-19的有力工具,人工智能(AI)技术被广泛用于防治这一流行病,在这项调查中,我们调查AI在防治COVID-19方面的主要范围和贡献,包括疾病检测和诊断、病毒学和病理学、药物和疫苗研制、以及流行病和传染预测等方面。此外,我们总结了可用于以AI为基础的COVID-19研究的现有数据和资源。最后,讨论了AI在打击COVID-19的斗争中的主要挑战和潜在方向。目前,AI主要侧重于医学形象检查、基因组学、药物研制和传输预测,因此AI在这一领域仍有巨大潜力。这一调查使医学和AI研究人员全面了解AI技术在打击COVID-19方面的现有和潜在应用,目的是激励研究人员继续最大限度地发挥AI和大数据在打击COVID方面的优势。