Do I need to count calories?

That may be helpful for some people, but it is also quite stressful for many.  Consider the following as a better way to improve your nutrition.  Focus on the amount and types of carbohydrates that you eat.  Make sure to include protein, healthy fats, and vegetables as much as possible.  Balance is key.