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- Preferred imagery: high-resolution (0.3–2 m) multispectral or RGB + NIR. UAV imagery (RGB + multispectral) or WorldView/PlanetScope/PSScene deliver best crown-level detail.
- Temporal data: at least one dry-season acquisition for clear crown/shadow separation; multi-date stacks help detect phenology, new plantings, and clearance.
- Ancillary data: DSM/DTM or LiDAR for canopy height; plantation boundary polygons, road networks, and cadastral layers aid contextual rules.
- Ground truth: geolocated sample plots, GPS-tagged trees, or high-res manual interpretation for training and validation. Aim for stratified samples across ages, densities, and management regimes.
Here are the top three rule-sets currently used by plantation managers: ecognition oil palm application download best
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