Not necessarily, no. Some foods labeled as 'low calorie', such as ready meals, will be highly processed, and often if they are 'low fat', they will be packed with sugar. Some snacks might be advertised as low calorie on the packet, but be full of additives and preservatives. Generally, opt for natural foods and cook from scratch where possible, so you know exactly what is going into your meals.