LiveFood is a dataset consisting of over 5100 gourmet videos, encompassing the four domains of ingredients, cooking, presentation, and consumption. All videos are meticulously annotated by professionals, and a strict double-checking system is employed to further ensure the quality of annotations. We have also proposed the Global Prototype Encoding (GPE) model to address the incremental learning problem, which achieves competitive performance compared to traditional techniques.