Spectral Unmixing Applied to Desert Soils for the - Naval ...

Spectral Unmixing Applied to Desert Soils for the - Naval ... Spectral Unmixing Applied to Desert Soils for the - Naval ...

26.03.2013 Views

While this is lower than the hoped for 15–60%, comparison of the imagery to higher spatial resolution Google Earth imagery shows that there do seem to be trails in most of the areas that were marked. Other areas with higher MF scores between 15 and 25 also yielded positive results for trails not readily seen in the imagery, but also had some false positives. Figure 30. The above figure shows the MF verses Infeasibility scatter plot for the camp road endmember result plotted on a grayscale image of the f110512t01p00r07 data set with B being the zoomed in version of A. Red pixels represent target material with MF scores between 10 and 49%. The NE to SW trending pixels are thought to be a trail and have MF scores of 11–12%, the NW to SE trending pixels are along a drainage and have MF scores of 16–22% but may still be trail material. 62

The false positives were typically associated with bare rock drainages in the imagery when they had an MF score between 16 and 25 though values of this range were also associated with what appeared to be trails. Pixels with MF scores for this endmember that represented greater than 25% of the pixel were always associated with bare lithified rock features, typically steeply sloped and unlikely to harbor any trails due to terrain. When the camp road endmember was run on the second data set, similar results were obtained. Figure 31 shows results of the camp road endmember for both the 3.0 m pixel resolution data set (f110512t01p00r08) (inset A) and the 15.2 m pixel resolution data set (inset B). The higher resolution image had positive matches for target material at 9–11%, very similar to the results of the f110512t01p00r07 data set, and the latter (f110623t01p00r10) had positive matches at 4–9% target material (Figure 31). A B Figure 31. This image shows the camp road endmember MF verses infeasibility image for the f110512t01p00r08 (A) andf110623t01p00r10 (B) data sets. The result is similar to that of the camp road endmember in the f110512t01p00r07 in that the target material identified as road had between 9 and 11% target fill in the pixel for A and 4 to 9% for B. 63

The false positives were typically associated with bare rock drainages in <strong>the</strong><br />

imagery when <strong>the</strong>y had an MF score between 16 and 25 though values of this range were<br />

also associated with what appeared <strong>to</strong> be trails. Pixels with MF scores <strong>for</strong> this<br />

endmember that represented greater than 25% of <strong>the</strong> pixel were always associated with<br />

bare lithified rock features, typically steeply sloped and unlikely <strong>to</strong> harbor any trails due<br />

<strong>to</strong> terrain. When <strong>the</strong> camp road endmember was run on <strong>the</strong> second data set, similar<br />

results were obtained. Figure 31 shows results of <strong>the</strong> camp road endmember <strong>for</strong> both <strong>the</strong><br />

3.0 m pixel resolution data set (f110512t01p00r08) (inset A) and <strong>the</strong> 15.2 m pixel<br />

resolution data set (inset B).<br />

The higher resolution image had positive matches <strong>for</strong> target material at 9–11%,<br />

very similar <strong>to</strong> <strong>the</strong> results of <strong>the</strong> f110512t01p00r07 data set, and <strong>the</strong> latter<br />

(f110623t01p00r10) had positive matches at 4–9% target material (Figure 31).<br />

A B<br />

Figure 31. This image shows <strong>the</strong> camp road endmember MF verses infeasibility image<br />

<strong>for</strong> <strong>the</strong> f110512t01p00r08 (A) andf110623t01p00r10 (B) data sets. The<br />

result is similar <strong>to</strong> that of <strong>the</strong> camp road endmember in <strong>the</strong><br />

f110512t01p00r07 in that <strong>the</strong> target material identified as road had between<br />

9 and 11% target fill in <strong>the</strong> pixel <strong>for</strong> A and 4 <strong>to</strong> 9% <strong>for</strong> B.<br />

63

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