Thursday, November 19, 2015

Geometric Correction

Goal and Background:
The goal of this exercise is to show my ability to use two different types of geometric correction techniques.

Methods:
Part 1: Image-to-map rectification
First I opened a satellite image of an area of Chicago and a map of the same area in Edras Imagine. I then used the Multispectral Control Points tool, using a polynomial model and collected my GCPs from the map image. I used the Create GCP tool to place my GCPs on the image and the map layer until I had four GCPs. I then adjusted my GCPs until my Control Point Error (Total) was less than 2.0. I then used the Display Resample Image Dialog tool to create my adjusted image, leaving the default settings the same. 

Part 2: Image to image registration
I opened a distorted image of Sierra Leone and a reference image in Edras Imagine.  I then used the Multispectral Control Points tool, using a polynomial model, changing the polynomial order to 3, and collected my GCPs from the reference image. I used the Create GCP tool to place my GCPs on the image and the map layer until I had 12 GCPs. I then adjusted my GCPs until my Control Point Error (Total) was less than 1.0. I then used the Display Resample Image Dialog tool to create my adjusted image, changing the resampling method to Bilinear Interpolation. 
 
Results:

Figure 1. This image demonstrates the GCPs I placed in part 1, with a total RMS Error of 1.6068.


Figure 2. This image demonstrates the results from part 1, and shows my resampled image based on image to map rectification that I conducted. The new image is much closer to how the map appeared and the distortion of many of the features has been lessened. 


Figure 3. This image demonstrates the GCPs I placed in part 2, with a total RMS Error of 0.5887.


Figure 4. This image demonstrates the results from part 2, and shows my resampled image based on image to image registration that I conducted. The new image is much a lot less contrast due to the bilinear interpolation resampling method I used. It also still appears distorted which could be due to the amount of RMS error I still had among the placement of GCPs. 

Sources:  
Satellite images are from Earth Resources Observation and Science Center, United States Geological Survey. Digital raster graphic (DRG) is from Illinois Geospatial Data Clearing House. 

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