Long-Tailed Continual Learning For Visual Food Recognition

no code implementations • 1 Jul 2023 • Jiangpeng He, Luotao Lin, Jack Ma, Heather A. Eicher-Miller, Fengqing Zhu

First, as new foods appear sequentially overtime, a trained model needs to learn the new classes continuously without causing catastrophic forgetting for already learned knowledge of existing food types.

Continual Learning Data Augmentation +2

Improving Dietary Assessment Via Integrated Hierarchy Food Classification

no code implementations • 6 Sep 2021 • Runyu Mao, Jiangpeng He, Luotao Lin, Zeman Shao, Heather A. Eicher-Miller, Fengqing Zhu

Image-based dietary assessment refers to the process of determining what someone eats and how much energy and nutrients are consumed from visual data.

Classification Nutrition