During an infectious disease pandemic, patients may experience various psychological issues. Few studies have focused on survivors' experiences in Hong Kong. This study aimed to assess the psychological impacts of coronavirus disease 2019 (COVID-19) on survivors during admission to and discharge from COVID-19 wards using a descriptive phenomenological design. Purposive sampling was used to recruit 20 participants aged 30-77 years recently discharged from an isolation ward at an acute care facility and transferred to a community center specializing in pulmonary rehabilitation. Sampling was performed from 1 March 2022 to 3 April 2022. Semi-structured in-person interviews were conducted and transcribed verbatim; data analysis was performed using Colaizzi's approach. The patients experienced two exclusive psychological phases during and after admission. The analysis of the patients' experiences revealed three themes: (i) navigating uncertainties with mixed feelings and emotions during admission, (ii) adjusting to normal daily life after discharge, and (iii) self-growth after discharge. Our findings may provide empirical evidence for formulating pre-emptive strategies to mitigate the long-term psychological impacts of COVID-19. This investigation is timely and internationally relevant, and policymakers can use these findings to make informed decisions when developing guidelines for structuring the care of patients with COVID-19 during and after hospitalization. Based on our findings, we recommended that psychological support, particularly the provision of time to address patients' concerns, may be integrated into the care of patients with COVID-19. Additionally, the structure of care may extend beyond the biomedical aspects of the illness to encompass the emotional and social dimension of the patients. To reduce stigmatization, we advise that public health authorities release clear information timely to clarify the misconceptions of the local community.