“…Until now, the spatio-temporal variability of leaf coloring and leaf fall have been detected through the following means: visual inspection of subject trees (Klosterman and Richardson, 2017;Park et al, 2017;Klosterman et al, 2018;Xie et al, 2018b;Tao et al, 2019), fixed-point observations by time-lapse digital cameras (Liu et al, 2018;Nagai et al, 2018;Richardson et al, 2018;Xie et al, 2018a), repeated observation by drones (Klosterman and Richardson, 2017;Klosterman et al, 2018), analysis of vegetation indexes obtained by satellite observation (Garonna et al, 2014;Nagai et al, 2015;Zhao et al, 2015;Klosterman et al, 2018), and analysis of phenology information published on the internet (Nagai et al, 2020). Of these means, phenology observations by visual inspection, digital cameras, and drones excel at detailed information, but can only cover a limited number of locations.…”