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Background A proportion of patients with COVID-19 become critically ill, but few studies describe the functional outcomes and rehabilitation process of these patients. Objective To describe the complications encountered and functional outcomes of critically ill COVID-19 patients requiring intubation and subsequent intensive care unit (ICU) management and rehabilitation. Methods Retrospective case note review was conducted on all patients requiring intubation and ICU admission and subsequently discharged from our hospital from February 15, 2020 to May 1, 2020. Demographics, preexisting medical conditions, complications encountered in ICU, ICU and General Ward Length of Stay, number of therapy sessions delivered, nutritional data, and functional outcomes on discharge were collected from electronic medical records and entered in a deidentified database. Results Most patients developed significant breathlessness affecting post-ICU rehabilitation, a few patients developed ICU associated delirium while no patient developed ICU-associated weakness. All patients survived and could walk 20 m within 12 days post-extubation. Conclusion Early ICU and sustained post-ICU rehabilitation of critically ill, intubated COVID-19 patients is feasible. Further studies could look into the outcomes of this group of patients, in particular the effect of nutrition and pulmonary training on functional outcomes. We strongly recommend an interdisciplinary rehabilitation team approach in managing critically ill COVID-19 patients.