Unfortunately no. Lenders require at least a 620 or better middle credit score for a USDA mortgage.
The good news is you're not that far off. You need to have your credit report reviewed by a mortgage professional to see what can be done to get your scores up in a short period of time.
Please feel free to contact me for more information or help. You can also find info on my USDA Mortgage website by clicking the link below.
Senior Mortgage Banker
Peoples Bank & Trust