Some of the best national parks to visit during autumn include Acadia National Park (Maine), Great Smoky Mountains National Park (Tennessee/North Carolina), Rocky Mountain National Park (Colorado), and Shenandoah National Park (Virginia). Use Hipcamp's fall foliage prediction map to know exactly when to plan your trip for peak foliage.