Download - Topographic Effects on Remotely Sensed Imagery

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Page 1: Topographic Effects on Remotely Sensed Imagery

• Changes in topography result in irregularly illuminated areas and in variations in light reflection geometry.

• Remotely sensed data should be corrected for topographic effects, accounting for actual incidence angles.

Topographic Effects on Remotely Sensed Imagery

Z = sun zenith angleI = angle of incidence

Surface Normal

Page 2: Topographic Effects on Remotely Sensed Imagery

Statistical-Empirical Correction for Topographic Effects

Illumination: cos(i) = cos(e) cos (z) + sin(e) sin (z) cos (Øs - Øn)

i = angle of incidencee = surface slopez = solar zenith angleØs = solar azimuth angleØn = surface aspect

Observed radiance: LOBS = b + m cos(i)

Corrected radiance: LCOR = LOBS - m cos(i) - b + LOBS, avrg

LOBS = observed radiance (actual terrain)

LCOR = corrected radiance (normalized, horizontal surface)

m, b = regression coefficients

} at time of satellite overpass

Page 3: Topographic Effects on Remotely Sensed Imagery

10715 ground referencepoints (natural forest)

b = 74.9m = 54.1(band 4)

Observed Radiance: LOBS = b + m cos(i)

0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0

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Page 4: Topographic Effects on Remotely Sensed Imagery

Corrected Radiance: LCOR = LOBS - b - m cos(i) + LOBS,avrg

10715 ground referencepoints (natural forest)

b = 74.9m = 54.1(band 4)

cos(i)

0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0

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Page 5: Topographic Effects on Remotely Sensed Imagery

Digital Elevation Model

1200-12501250-13001300-13501350-14001400-14501450-15001500-15501550-16001600-16501650-17001700-17501750-18001800-18501850-19001900-19501950-20002000-20502050-21002100-21502150-22002200-22502250-23002300-2350

(m.a.s.l.)

Page 6: Topographic Effects on Remotely Sensed Imagery

DEM-based aspect (degrees.) DEM-based slope (degrees.)

Page 7: Topographic Effects on Remotely Sensed Imagery

Color composite original bands 742 Color composite corrected bands 742

Page 8: Topographic Effects on Remotely Sensed Imagery

USC Original Composite 742 USC Corrected Composite 742

Page 9: Topographic Effects on Remotely Sensed Imagery

Mitch Langford’sclassification

Unknown clusters

Page 10: Topographic Effects on Remotely Sensed Imagery

BNBPPNBPBDPCPNMSCCCTFQCNCIYUPRQPNCMRMCRAPNE

Cluster 1Cluster 2Cluster 3Cluster 4Cluster 5Cluster 6Cluster 7

Airphotography-based land use USC corrected composite 453

Page 11: Topographic Effects on Remotely Sensed Imagery

Cluster 1Cluster 2Cluster 3Cluster 4Cluster 5Cluster 6Cluster 7

Mitch Langford’s classification USC corrected composite 453

Page 12: Topographic Effects on Remotely Sensed Imagery

Conclusions

1 Satellite imagery of mountainous regions should be corrected for topographic effects before using any further.

2 The statistical-empirical correction method using DEM-derived information proved to be effective and easy.

3 The spatial resolution of imagery (30 m) may be insufficient to identify many small plots with different land cover.

4 Image correction and classification can be further improved by using better ground reference information.