Jmc. Pereira, A comparative evaluation of NOAA/AVHRR vegetation indexes for burned surface detection and mapping, IEEE GEOSCI, 37(1), 1999, pp. 217-226
Citations number
44
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
The only vegetation index (VI) used in all Advanced Very High Resolution Ra
diometer (AVHRR)-based burned area studies performed so far is the normaliz
ed difference vegetation index (NDVI), in spite of serious known deficienci
es caused by sensitivity to atmospheric conditions and soil background. In
this study, the ability of various VI to discriminate between burned and un
burned surfaces is compared, using burn maps derived from classification of
Landsat thematic mapper (TM) imagery as reference data. After assessing th
e discriminatory potential of the AVHRR channels 1-3, the following indexes
were compared: the NDVI, the VI 3 (VI3), the global environmental monitori
ng index (GEMI), and a modified version of GEMI, call ed GEMI3. VI performa
nce was assessed in two ways: with a signal-to-noise ratio measure and a me
asure of the commission error resulting from segmentation of the burned are
a histograms at a fixed level of omission error, Maps of commission errors
were generated for each VI and cross tabulated with a land cover map to ide
ntify the land cover types more prone to confusion with burns. The newly pr
oposed index GEMI3 performs best, followed by the GEMI, VI3, and finally ND
VI, the latter being clearly out performed, even by channel 2 used individu
ally.