Do I need to fill out FBAR form for foreign bank assets if I am not a US citizen? I am although for tax purposes a resident

Yes, if you are a resident for tax purposes, then you are required to file a FBAR if the following apply:

1. "A financial interest in or signature or other authority over at least one financial account located outside the United States if
2. the aggregate value of those foreign financial accounts exceeded $10,000 at any time during the calendar year reported."