The Food Portion Benchmark (FPB) is a comprehensive dataset and benchmark suite for multi-task food scene understanding, combining food detection and portion size (weight) estimation. It was introduced to support research in dietary analysis, nutrition tracking, and food computing. The dataset is built with high-quality annotations and evaluated using an extended YOLOv12-based multi-task model .