Image Stitching in a large scale

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I am working on a project to capture small images of an entire stretch of a 2 km road and then stitch all the images together based on an image stitching algorithm(using key point matching). I tried using the opencv Stitcher class. It seems to work for small number of images. But for large amount of images, example sitching 10000 images together into one image, it just runs out my RAM or takes forever. Is this the only approach or is there any simpler and faster solution for this?

Would be helpful if someone gives a workable solution or approach.

1 Answers

It's not the best module but, as per I know for big images

bigstitcher

That used in python is handy tool.

Because I’ve seen it successfully used for sets of images that are larger than 5 x 50GB images.

SO this may be helpful for you

https://imagej.net/plugins/bigstitcher/

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