Background: Crisis mental health services for the general population are an essential component in combating the COVID-19 epidemic. To facilitate planning of mental health services, empirical data on mental health problems and service utilization of populations affected by the epidemic are urgently needed. This study investigated the prevalence of mental health problems of residents within and outside Wuhan, China, as well as their patterns of mental health service utilization., Methods: From January 27 to February 2, 2020, an online cross-sectional survey recruited residents from 4 subpopulations: Wuhan residents (n=2,617), migrants from Wuhan (those who left Wuhan before lockdown, n=930), other Hubei residents (n=633), and residents of other provinces of China ("other residents", n=3,561). Participants' mental health problems and patterns of utilization of mental health services in recent days were assessed with standardized assessments., Results: Among the 4 groups, Wuhan residents had the highest rate of any type of mental health problem (i.e., psychological distress: 41.9%), followed by migrants from Wuhan (34.2%), other Hubei residents (24.8%), and other residents (21.1%). Rates of perceived mental health needs and utilization of mental health services during recent days were 10.2% and 1.9% for Wuhan residents, 8.4% and 1.8% for migrants from Wuhan, 6.2% and 1.1% for other Hubei residents, and 6.4% and 1.0% for other residents, respectively. Overall, 63.0% mental health service users received services via internet and telephone, and 83.1% participants with perceived mental health needs ascribed their lack of help-seeking to barriers to accessibility and availability., Conclusions: The COVID-19 epidemic is associated with unprecedented levels of mental health problems and needs in affected residents. To address the unmet mental health needs, internet- and telephone-based mental health services should be widely provided to residents, especially those in the worst-affected regions., Competing Interests: Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at http://dx.doi.org/10.21037/atm-20-4145). The authors have no conflicts of interest to declare., (2020 Annals of Translational Medicine. All rights reserved.)