Can someone who arrived to the US in their junior year go to college?

Yes, a strong statement/essay and a rigorous courseload will help you. Welcome to the United States and I wish you the best of luck as you proceed through your junior year here!

I also highly recommend you get your SAT’s out of the way before college application season rolls around.