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Table 1 Summary of biomass products used in this study

From: Local discrepancies in continental scale biomass maps: a case study over forested and non-forested landscapes in Maryland, USA

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)

[12, 18]

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]

  1. aYear is national maps in eastern US.
  2. bOriginal maps are in lat/lon, where v1 with 0.00222222 250 m and v2 with 0.00083333 deg 90 m.
  3. DRL Discrete Return Lidar, 1–2 m small footprint lidar aggregate, NAIP National Agriculture Imagery Program, QRF Quantile Regression Forests, SRTM Shuttle Radar Topography Mission, PALSAR Phased Array type L-band Synthetic Aperture Radar, PGNN Phenological Gradient Nearest Neighbor, kNN k-nearest neighbor.