I have a camera taking images every two minutes of an outdoor scene. The 
mount moves enough that the images need aligning. I am in the process of 
creating scripts to align and remap a days worth of images at a time (once 
a day) against a chosen anchor image and am looking for advice on how best 
to proceed.

What I have done and am aiming to do:
Found the lens parameters. The FOV is 98deg, so required for CPFind as it 
remaps.

I have a script which finds all images at midday, then I have created 
control points pairwise on all pairs to find the most suitable image to use 
as an anchor. The image with the lowest contrast (i.e overcast) matched 
with all other days so far and with the lowest total distance (I wish you 
could export the control point matrix to CSV!)

I have found that as the scene has street lights in at morning and evening 
that I can create control points between sequential pairs for a single day 
reliably without disjoint groups. Finding control points between days is 
highly problematic due to varying light and weather. 

My idea is to in a scriptwise fashion:

   1. Create a PTO file for a days worth of images with includes just the 
   images, lens parameters and exclusion mask (mask out trees, sky, etc) based 
   on a PTO file saved from Hugin.
   2. Find the image closest to midday and insert the anchor image into the 
   PTO file after it, making it the anchor for position.
   3. Run CPFind using 'linearmatch', 'fullscale', and caching. Your input 
   on good parameters here is highly appreciated!
   4. Optimise the positions - Which parameters should I include and not... 
   At this stage thinking y,p,r,TrX,TrY,TrZ.
   5. Caclulate the field of view, crop, and output size etc. I have no 
   idea how to do this so all images will align perfectly from day to day. I 
   am assuming that the use of an anchor image will tie them all together.
   6. Remap all images except the anchor (or with the anchor it doesn't 
   matter)


   - Is this the best way to do this? What other options do I have if I 
   want to do it day at a time?
   - Is there a tool for manipulating PTO files, such as removing an image 
   etc? 
   - Are there Python bindings for hugin-tools?
   - As in the notes above, how can I ensure consistent remapping day to 
   day?
   - How can I 'straighten' the anchor image? If I just included this and 
   straightened using the GL viewer or similar, what parameters in the PTO 
   file reflect this please?

I think you get the idea 8) I am hoping that there is a tool that does this 
already, but if not and this is the way to go I am looking forward to the 
challenge of it 8)

Cheers

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