Nutrition plays a critical role in human health, with a balanced diet being essential for preventing non-communicable diseases, enhancing immune function, and improving quality of life. However, dietary imbalances contribute to significant global health issues, including obesity and malnutrition, which have far-reaching economic and health consequences. This research aims to address these challenges by developing a method for estimating the nutritional content of food items from a single 2D image. Our approach int…