Stroke is one of the major causes of disability in adult worldwide (Feigin et al., 2015). Half of the survivors were unable to perform past work after stroke and nearly two-thirds faced long-term disability (Tanaka, Toyonaga, & Hashimoto, 2014). After the onset of stroke, most survivors have long-term cognitive, physical dysfunction, prone to anxiety and depression, and other psychological problems (Crichton, Bray, McKevitt, Rudd, & Wolfe, 2016). The caregivers also experience poor mental health because of the heavy burden for caring (Hu, Yang, Kong, Hu, & Zeng, 2018; Pucciarelli et al., 2017). A meta-analysis showed that the incidence of depression and anxiety in stroke caregivers was 40.2% and 21.4%, respectively (Loh, Tan, Zhang, & Ho, 2017). Both the stroke survivors (SS) and their spouses caregivers have prominent psychosocial problems (Bucki, Spitz,