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Updated: May 16, 2025

Deep Neural Networks for Image-Based Dietary Assessment
Published on: March 13, 2021
A monthly sub-national Harmonized Food Insecurity Dataset for comprehensive analysis and predictive modeling
Melissande Machefer1, Michele Ronco2, Anne-Claire Thomas3
1European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy. melissande.machefer@ec.europa.eu.
Abstract:
Food insecurity is a complex, multidimensional concept challenging to measure comprehensively. Effective anticipation, monitoring, and mitigation of food crises require timely and comprehensive global data. This paper introduces the Harmonized Food Insecurity Dataset (HFID), an open-source resource consolidating four key data sources: the Integrated Food Security Phase Classification (IPC)/Cadre Harmonisé (CH) phases, the Famine Early Warning Systems Network (FEWS NET) IPC-compatible phases, and the World Food Program's (WFP) Food Consumption Score (FCS) and reduced Coping Strategy Index (rCSI). Updated monthly and using a common reference system for administrative units, the HFID provides comprehensive spatial and temporal coverage to the extent permitted by the available data. It serves as a vital tool for food insecurity experts and humanitarian agencies, providing a unified resource for analyzing food insecurity conditions and highlighting global data disparities and gaps. The scientific community can also leverage the HFID to develop data-driven predictive models, enhancing the capacity to forecast and prevent future food crises.
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