Re:Replace OCR with Vision Language Models
by VeejayRampay on Thursday February 27, 2025 @11:41AM
(#43195991)
which solutions would you classify as "modern OCR"
are we talking tesseract or something?
Re:Replace OCR with Vision Language Models
by criddell on Thursday February 27, 2025 @01:16PM
(#43196892)
Probably something like Apple Vision Framework or Amazon Textract or Google's Cloud Vision.
Tesseract does well under ideal conditions, but the world is messy.
Re:Replace OCR with Vision Language Models
by cratermoon on Thursday February 27, 2025 @02:35PM
(#43197654)
I was thinking ABBYY FineReader, but those, too.
Instead of using VLMs or any sort of generative AI,
they're build on good old-fashioned feature extraction and nearest neighbor classifiers such as the k-nearest neighbors algorithm.
It's possible to build a working prototype of this technique using basic ML algorithms.
Results for VLM accuracy & precision are not good. https://arxiv.org/html/2406.04470v1#S4