Product | Sensor and year | Field data and year | Resolution | Forest mask | Approach | Uncertainty map | References |
---|---|---|---|---|---|---|---|
CMS_RF | DRL 2004–2012 | 2011–2014 | 30 m | NAIP high-res tree canopy cover | Random forest, regression tree | Percentile error (QRF) | |
NBCD_NCE | Landsat + SRTM 2000 | 2000 | 30 m | NLCD 2001 | Random forest, regression tree | Quality voids | [13] |
Blackard | MODIS 2001a | 2005–2009 | 250 m | NLCD 1992 | Cubist, regression tree | Relative error | [14] |
Wilson | MODIS 2002–2008 | 2005–2009 | 250 m | NLCD 2001 percent tree canopy 25 % | PGNN, kNN | [15] | |
Saatchi | MODIS + PALSAR + Landsat | 2005 | ~250 m v1b ~90 m v2b | NLCD 2006 | MaxEntropy, parametric | Percent error | [16] |