Due to the long-term lack of effective pharmacological concepts, the situation with the spread of a new coronavirus infection in 2019 (COVID-19) has aroused interest in considering the possible use of radiation technologies, including historical reports on the treatment of patients with pneumonia using low-dose radiation therapy. A brief review of articles on clinical trials of radiation technologies in the fight against COVID-19 is conducted. The authors of most of the analyzed articles, as well as the authors of this review, conclude that the available scientific data do not justify clinical trials of low-dose radiation therapy for the treatment of COVID-19 pneumonia due to the unclear benefits and risks of mortality from radiation-induced diseases, including radiogenic cancer and diseases of the circulatory system.