SlideShare a Scribd company logo
1 of 18
2012 ICA Mountain Cartography
Workshop
New Zealand

September 2012

NAGI Fusion Method
Aileen Buckley
Rajinder Nagi
Esri, Redlands, California, USA
No Alteration of Grayscale or Intensity (NAGI) fusion
method
•

Rajinder Nagi

•

to combine grayscale and colored raster without losing color
intensity or hillshade detail
1.

a simple mean is calculated from combined input rasters

2.

a gamma stretch is applied to the output from the first step

3.

a contrast stretch is applied to the output from the second step
Transparency

(a) elevation tinted DEM, (b) hillshaded DEM, (c) elevation
tint overlaid on hillshade with 30% transparency, (d) 50%
transparency, and (e) 70% transparency
Pansharpening
a.

b.

c.

d.

e.

f.

(a) hillshade of DEM, (b) elevation tint of DEM, (c) elevation
tint overlaid on hillshade with 50% transparency, (d) IHS pan
sharpening, (e) Esri pan sharpening, and (f) Brovey pan
sharpening
Step 1: Calculate the mean
•

a panchromatic image (e.g., hillshade) is added to each
of the three bands of a multispectral (RGB) image

•

then the mean is calculated

•

the panchromatic raster could be a hillshade, black and
white aerial image, panchromatic satellite image, etc…

•

the multispectral raster could be a thematic layer, such
as land cover/land use, soils, geology
-

in this example, an elevation tint
Step 2: Gamma stretch
•

affects the degree of contrast between the midlevel gray
values of a raster

•

does not affect the black or white values

•

the overall brightness of a raster dataset is altered
-

•

values greater than 1 – increase the contrast in darker areas
and decrease the contrast in the lighter areas
values lower than 1 – decrease the contrast in the darker
areas and increase the contrast in the lighter areas

NAGI fusion method: gamma value of 0.5
Step 3: Contrast stretch
•

enhances the contrast in an image

•

values at the low end of the original histogram are
assigned to black and values at the high end are
assigned to white

•

the remaining values are distributed linearly between the
extremes

•

NAGI fusion method: minimum-maximum stretch with
values of 4 and 104
Transformations

c.

a.

b.

d.

e.

histograms of (a) hillshade, (b) red band of multispectral RGB
image, (c) simple mean, (d) gamma stretch of 0.5, (e)
minimum-maximum stretch
•

e.

colormap file

•

b.

ETOPO1

•

a.

d.

In ArcGIS

mosaic dataset
functions

c.

(a) hillshaded DEM, (b) elevation tinted DEM, (c) elevation tint
overlaid on hillshade with 50% transparency, (d) IHS fusion
method output, and (e) NAGI fusion method output
•

e.

color ramp

•

b.

GTOPO30

•

a.

d.

In ArcGIS

Image Analysis
functions

c.

(a) hillshaded DEM, (b) elevation tinted DEM, (c) elevation tint
overlaid on hillshade with 50% transparency, (d) IHS fusion
method output, and (e) NAGI fusion method output
•

e.

classified renderer

•

b.

Elevation Services

•

a.

d.

In ArcGIS

mosaic dataset
functions

c.

(a) hillshade of Mt. Baker DEM, (b) rasterized geology map of
Mt. Baker, (c) geology map overlaid on hillshade with 50%
transparency, (d) IHS fusion method output, and (e) NAGI
fusion method output
To learn more…
•

ArcWatch – Esri online monthly newsletter

•

Nagi, R. (2012a) Learn a New Method for Displaying
Hillshades and Elevation Tints. ArcWatch March 2012 Tip of the Month.
http://www.esri.com/news/arcwatch/0312/learn-a-newmethod-for-displaying-hillshades-and-elevationtints.html Last visited 08/01/2012.

•

Nagi, R. (2012b) Using Image Analysis Functions to
Display Layer Tints on Hillshades. ArcWatch June 2012 Tip of the Month.
http://www.esri.com/news/arcwatch/0612/using-imageanalysis-functions-to-display-layer-tints-onhillshades.html Last visited 08/01/2012.

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The NAGI Fusion Method

  • 1. 2012 ICA Mountain Cartography Workshop New Zealand September 2012 NAGI Fusion Method Aileen Buckley Rajinder Nagi Esri, Redlands, California, USA
  • 2. No Alteration of Grayscale or Intensity (NAGI) fusion method • Rajinder Nagi • to combine grayscale and colored raster without losing color intensity or hillshade detail 1. a simple mean is calculated from combined input rasters 2. a gamma stretch is applied to the output from the first step 3. a contrast stretch is applied to the output from the second step
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. Transparency (a) elevation tinted DEM, (b) hillshaded DEM, (c) elevation tint overlaid on hillshade with 30% transparency, (d) 50% transparency, and (e) 70% transparency
  • 10. Pansharpening a. b. c. d. e. f. (a) hillshade of DEM, (b) elevation tint of DEM, (c) elevation tint overlaid on hillshade with 50% transparency, (d) IHS pan sharpening, (e) Esri pan sharpening, and (f) Brovey pan sharpening
  • 11. Step 1: Calculate the mean • a panchromatic image (e.g., hillshade) is added to each of the three bands of a multispectral (RGB) image • then the mean is calculated • the panchromatic raster could be a hillshade, black and white aerial image, panchromatic satellite image, etc… • the multispectral raster could be a thematic layer, such as land cover/land use, soils, geology - in this example, an elevation tint
  • 12. Step 2: Gamma stretch • affects the degree of contrast between the midlevel gray values of a raster • does not affect the black or white values • the overall brightness of a raster dataset is altered - • values greater than 1 – increase the contrast in darker areas and decrease the contrast in the lighter areas values lower than 1 – decrease the contrast in the darker areas and increase the contrast in the lighter areas NAGI fusion method: gamma value of 0.5
  • 13. Step 3: Contrast stretch • enhances the contrast in an image • values at the low end of the original histogram are assigned to black and values at the high end are assigned to white • the remaining values are distributed linearly between the extremes • NAGI fusion method: minimum-maximum stretch with values of 4 and 104
  • 14. Transformations c. a. b. d. e. histograms of (a) hillshade, (b) red band of multispectral RGB image, (c) simple mean, (d) gamma stretch of 0.5, (e) minimum-maximum stretch
  • 15. • e. colormap file • b. ETOPO1 • a. d. In ArcGIS mosaic dataset functions c. (a) hillshaded DEM, (b) elevation tinted DEM, (c) elevation tint overlaid on hillshade with 50% transparency, (d) IHS fusion method output, and (e) NAGI fusion method output
  • 16. • e. color ramp • b. GTOPO30 • a. d. In ArcGIS Image Analysis functions c. (a) hillshaded DEM, (b) elevation tinted DEM, (c) elevation tint overlaid on hillshade with 50% transparency, (d) IHS fusion method output, and (e) NAGI fusion method output
  • 17. • e. classified renderer • b. Elevation Services • a. d. In ArcGIS mosaic dataset functions c. (a) hillshade of Mt. Baker DEM, (b) rasterized geology map of Mt. Baker, (c) geology map overlaid on hillshade with 50% transparency, (d) IHS fusion method output, and (e) NAGI fusion method output
  • 18. To learn more… • ArcWatch – Esri online monthly newsletter • Nagi, R. (2012a) Learn a New Method for Displaying Hillshades and Elevation Tints. ArcWatch March 2012 Tip of the Month. http://www.esri.com/news/arcwatch/0312/learn-a-newmethod-for-displaying-hillshades-and-elevationtints.html Last visited 08/01/2012. • Nagi, R. (2012b) Using Image Analysis Functions to Display Layer Tints on Hillshades. ArcWatch June 2012 Tip of the Month. http://www.esri.com/news/arcwatch/0612/using-imageanalysis-functions-to-display-layer-tints-onhillshades.html Last visited 08/01/2012.

Editor's Notes

  1. Thank you for adding me into the schedule.
  2. A method that my colleague Rajinder Nagi and I worked on – it involved a new set of elevation datasets and maps that Esri has put online called the World Elevation Services. These services provide a single endpoint for access to thebest publically available elevation data for both visualization and analysis from global to local scales, where available. Hence, both data and maps – we worked on the maps and we were trying to displayed themes such a hypsometric tint over hillshades. Well, mostly I just said, not – that’s not good enough and then Rajinder would go back and try again. One Monday morning I came in and with a big smile on his face he showed me his results. He had figured out a solution after working all weekend. So I started calling the method the NAGI fusion method since he sorted out the steps, the sequence and the parameters to be used.This method combines a grayscale and a colored raster in such a way that there is little