Vision-based food nutrition estimation via RGB-D fusion network

•Vision-based food nutrient estimation promoted development of rapid analysis of food nutrition.•Foods nutrition assessment method based on the RGB-D fusion achieved better performance.•The RGB-D fusion network combined multimodal feature fusion and multi-scale fusion modules.•The percentage values of the mean absolute error for calories and mass were only 15.0% and 10.8%.