Mücher, C.A. et al., Exploiting low-cost and commonly shared aerial photographs and LiDAR data for detailed vegetation structure mapping of the Wadden Sea island of Ameland (2019) SDRP Journal of Earth Sciences & Environmental Studies 4(1) RESEARCH HIGHLIGHTS 1. Both RB and RF classification methods performed well in vegetation structure mapping, respectively, 84.1% and 86.4%. 2. RF was preferred over RB, since the former was better able to handle the complexity of the rules needed to distinguish many classes. 3. Exploitation of digital aerial photographs in semi-automatic classification processes remains challenging, due to inaccurate calibration of the reflectance values and the limited number of spectral bands in aerial photographs. 4. High resolution satellite imagery is a good alternative if aerial photographs are not available.