Not open source but why not give it a try with your scanner ? https://flathub.org/apps/com.hamrick.VueScan
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Read on the Mint forums a thread a while back, like from 2012 I think... someone had the same scanner as me and wrote to Hamrick about it, see if it's supported. Unfortunatelly, no, it's not... though this was a while back and maybe it's supported now, who knows, will have to try I guess to know for sure.
In any case, VueScan has some generic drivers in it, but it's far from that it supports every device out there. In general, it needs drivers for it to work, no different than any other scanning application.