“…In contrast, in high-income countries such as the USA, the UK, France, Australia, and Japan, national authorities carry out field surveys of drivers for estimating fuel efficiency and annual mileage (Schipper, 2008). In low and middle-income countries, there have been very few attempts to estimate vehicular characteristics (Barth et al, 2007;Huo et al, 2009). These studies reported counts of vehicle types on the road and parking lots, and used only visual inspection.…”