PART 1

Image Rectification

Results from rectifying two images. The first is a tile pattern. The second is a billboard which was moved to view straight on. Not sure why the results come out distorted. I tried using Interp2 for fast results. For the mosaic, i used the slower for loops, but the results were much better.

Building a Mosaic

Here is the result of building some mosaics. Most of the pictures were taken from my trip to San Diego for a conference. I actually have a ton more. ill post them later

As you can see, the last image was effected by changes in lighting

No Blending

In the results above the images were blended. This was done by taking the bondary points and creating a gradient mask at the edges. For images that were really distorted this would be a problem, but in most cases this worked fairly well. Here is a result of the first mosaic without blending

PART 2

Harris Results

Here are the results of the Harris interest point finder. So many!

Non-Maximal Suppression

here are the results after the non maximal suppression. At the top, is the harris points with the chosen points by nonmaximal suppression circled in blue. Below are the points by themselves.

Feature Description

Here is an example of the feature descriptions used to match the interest points. On the left the 8x8 descriptor. On the right, the point where the feature was extracted.

Feature Matching

Here is an example of a result produced by selecting the matching points

Ransac and Mosaics

Here are the results from running the Ransac algorithm to produce the homograpy matrix. I know its not pretty :( . Not sure what went wrong ... currently investigating. Since it didnt produce good results, I only did this one result