... Such a myriad of platforms has fundamentally improved our ability to inform sustainable urban development and smart city practices, which entail an understanding of fine-scale interactions between humans and the heterogeneous landscape (Angelidou et al., 2017;Zhang and Li, 2018). Land cover and land use (LCLU) of geographical entities and patterns identified from VHR data are becoming increasingly ubiquitous for various topics of urban studies, such as building energy consumption (Faroughi et al., 2020;Li et al., 2017), urban development and sprawl (e.g., Blaschke et al., 2014;Huang et al., 2017;Zhang and Li, 2018), biodiversity conservation (e.g., Chen et al., 2020;Dutta et al., 2020;Godwin et al., 2015;Turner et al., 2003), urban agriculture and gardening (Mathieu et al., 2007;Saha and Eckelman, 2017), social and environmental justice (e.g., Tapiador et al., 2011;Weigand et al., 2019), human thermal comfort and health (e.g., Myint et al., 2015b;Troyo et al., 2008;Whiteman et al., 2019), and humanitarian crisis or disaster response such as the impact of COVID-19 (e.g., Contreras et al., 2016;Giada et al., 2003;Venter et al., 2020). ...