Detect rectangular objects on artificial image

hello,
I have this artifficial image which has square objects. i have to do the following: (photo at the end)
1step :
  • seperate all "rectangular" objects to analyse them separately
2step
  • analyze each one and identify if its a "card" , a "domino"(rectangular shape) or just one greek number (square), or squared noise
There is a small condition met by the artificial image that i beleieve that is very helpfull:
  • all the object will be delimited by a black line box and imideatly inside there will be a white line box. see image bellow
Help would be aprecciated mainly to the first step.
Thanks.

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