So, I’ve had this mad scheme for a while to align a series of time-lapse images 
using a control point finder.  The problem to solve is aligning a few hundred 
images that are very, very close, but due to wind or camera movement (it’s a 
point-n-shoot that re-assesses the scene every single shot) the images don’t 
exactly match up.

My first attempt with align_image_stack blew up since it loads all the images 
at once, and if you throw a few hundred 50 MB tiffs at it, your system runs out 
of memory (well, ok, I don’t have 128 GB in a system atm). So another goal is 
to be able to align an arbitrary number of images of arbitrary size, so this 
can be future-proofed against sensor size and my tight wallet. :)

First of all, is there maybe a better tool to use than align_image_stack (w/ 
celeste to clear out clouds)?  I somehow doubt the others would handle hundreds 
of images better, but maybe?  Maybe a plugin for Lightroom (or other) that I’m 
missing?

My train of thought has been:
- Eat the elephant one bite at a time - do a series of manageable stacks, like 
3-7 images.
- Advance to the next stack by one image.  This means that each photo is in 
several .pto files  <- I AM HERE
- Check for duplicate and very close control points. As luck would have it, it 
does appear to be finding some of the same control points to use independently 
across stacks.
- Merge common control points and image alignment data into a single (huge) 
.pto file
- re-run align-image-stack to correct the images.

I’m not quite sure if I’m taking the right next steps. My thought was to build 
a database of control points and keep track of which or how many .pto files 
they’re in, and keep the ones that are in a majority of ptos.  Also, since I 
have multiple correction values for each image, should I average the number out 
or ...?  My intention was that since most of the images are stable, the ones 
that are off would stand out like sore thumbs.  

I realize most of the folks here haven’t thought about doing this, though a few 
have since I’ve found other posts via google, but extra brains would help! :)  

Slightly off-topic for Hugin, so if there’s a better place to posit this, just 
point me there!


Thanks!
Bob Campbell

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