If I fail to register and did not collect any GST from my customers, will my GST registration still be backdated?

Yes. you will be required to account for and pay the GST on all your taxable supplies made from the date that you should be registered and to pay the relevant penalties. This is so, even if you did not collect any GST from your customers.