PURPOSE: A substantial number of people experience a persisting impact on health-related quality of life (HRQoL) after COVID-19. The current study aims to identify different trajectories of physical and mental HRQoL, fatigue severity, and dyspnoea severity following hospitalisation with COVID-19, and associated factors of these trajectories. METHODS: 500 patients with COVID-19 were followed for one year in a longitudinal cohort study. Self-reported outcomes were measured at 3, 6, 9, and 12 months after hospitalisation. Distinct trajectories were characterised using Growth Mixture Modelling. Sociodemographic and clinical correlates of trajectories were investigated using multivariable (multinomial) logistic regression analyses. RESULTS: Three trajectories ('stable high' (16%), 'improving' (40%), and 'stable low' (44%)) were found for physical HRQoL, and four ('stable high' (43%), 'improving' (14%), 'middle declining' (17%), and 'low' (26%)) for mental HRQoL. Older age, overweight and obesity, lower education, and comorbidities were associated with 'low' physical HRQoL. Younger age was associated with 'low' mental HRQoL. Four fatigue trajectories ('no fatigue' (15%), 'improving' (40%), 'low-severe' (27%), and 'high-severe' (18%)) were found. Participants either experienced almost never ('no dyspnoea', 75%) or almost always ('severe', 25%) dyspnoea. High co-occurrences between low HRQoL and severe fatigue and dyspnoea symptom trajectories were found. CONCLUSION: A substantial number of COVID-19 survivors continue to struggle with reduced HRQoL over time. However, large variations in these physical and mental HRQoL trajectories exist, and trajectories are associated with persisting COVID-19-related symptoms or pre-hospitalised health status. Regular measurement of HRQoL and post-COVID symptoms may help identify those that may benefit from timely interventions.