Does walking help you lose weight?

I want to lose 20 lbs. If I take an hour walk every morning and a half hour walk every afternoon and cut out all refined sugars, will I be able to lose the weight? (Instead of cereal for breakfast, I'll have a banana, and I'll stop having desserts, cookies, cakes, etc.)