“…Moderate spatial resolution (5-30 m) imagery from Landsat, Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER), and Système Pour l'Observation de la Terre (SPOT) sensors have been used to map forest pattern and large-scale disturbance [14,15]. Fine spatial resolution imagery (<5 m) from digital aerial orthophotographs, IKONOS, QuickBird, and Worldview-2 sensors are commonly used to map vegetation abundance and productivity [16,17], monitor disturbances and change [18][19][20][21], and assist in forest management [22]. These passive image sources offer advantages over traditional field based approaches in their repeatability, lower acquisition cost, and greater spatial extent, but they are limited by their top-of-canopy perspective which reduces the ability to observe objects below the canopy [17,[23][24][25].…”