MichaelMMeskhi:

I was thinking of since image size is fixed, divide into each row then each row into a single digit and pass into model for inference then reconstruct results.


This sounds like a reasonable suggestion. Especially, if your input images follow a specific pattern and you could easily isolate each digit.
What kind of model did you look at and how is the input different?