If I haven't said so before
I have to recommend ALE. For quite some time I'd been looking for software to do automatic joins of image pieces into whole images; Nothing I found seemed to quite get it right, including PhotoShop.
I had map pieces as found in the historical USGS map collection, and wanted full sheets.
ALE can do it.
And it's free.