Image-based dietary assessment tools involve the use of cameras, smartphones, or other imaging devices to capture images or videos of food and beverages consumed. These images are then analyzed by software or human experts to estimate dietary intake. The process typically includes food identification, portion size estimation, and nutrient analysis. Some advanced tools use machine learning algorithms and artificial intelligence to automate these tasks.