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200 papers

One of the most common critical factors directly related to the cause of a chronic disease is unhealthy diet consumption. In this sense, building an automatic system for food analysis could allow a better understanding of the nutritional…

Computer Vision and Pattern Recognition · Computer Science 2018-01-29 Eduardo Aguilar , Marc Bolaños , Petia Radeva

This paper presents a novel approach to compute food composition data for Indian recipes using a knowledge graph for Indian food (FKG[.]in) and LLMs. The primary focus is to provide a broad overview of an automated food composition analysis…

Artificial Intelligence · Computer Science 2025-09-05 Saransh Kumar Gupta , Lipika Dey , Partha Pratim Das , Geeta Trilok-Kumar , Ramesh Jain

Nutrition is a key factor in people's overall health. Hence, understanding the nature and dynamics of population-wide dietary preferences over time and space can be valuable in public health. To date, studies have leveraged small samples of…

Computers and Society · Computer Science 2013-04-16 Robert West , Ryen W. White , Eric Horvitz

Nutritional assessment is key in order to make decisions about the nature and cause of nutrition related health issues that affect an individual. The systematic process of collecting and interpreting relevant nutrition information, however,…

Computers and Society · Computer Science 2019-07-18 Lars Brenna , Håvard D. Johansen , Dag Johansen

Integrated global food system analysis is hampered by the fragmentation of data among food types, processes, and scales. Studies also often neglect the connection to human metabolism -- the ultimate driver of food demand. Here we use a…

Physics and Society · Physics 2025-08-05 Maxwell Kaye , Graham K. MacDonald , Eric Galbraith

Environmental sustainability, particularly in relation to climate change, is a key concern for consumers, producers, and policymakers. The carbon footprint, based on greenhouse gas emissions, is a standard metric for quantifying the…

Artificial Intelligence · Computer Science 2025-11-17 Mustafa Kaan Aslan , Reinout Heijungs , Filip Ilievski

Most people around the world still lack access to sufficient quantities of all food groups needed for an active and healthy life. This study traces historical and projected changes in global food systems toward alignment with the new…

General Economics · Economics 2024-10-10 Leah Costlow , Anna Herforth , Timothy B. Sulser , Nicola Cenacchi , William A. Masters

The emergence of the novel COVID-19 pandemic has had a significant impact on global healthcare and the economy over the past few months. The virus's rapid widespread has led to a proliferation in biomedical research addressing the pandemic…

Artificial Intelligence · Computer Science 2020-07-21 Chongyan Chen , Islam Akef Ebeid , Yi Bu , Ying Ding

Understanding food recipe requires anticipating the implicit causal effects of cooking actions, such that the recipe can be converted into a graph describing the temporal workflow of the recipe. This is a non-trivial task that involves…

Computation and Language · Computer Science 2020-08-24 Liangming Pan , Jingjing Chen , Jianlong Wu , Shaoteng Liu , Chong-Wah Ngo , Min-Yen Kan , Yu-Gang Jiang , Tat-Seng Chua

Dietary studies showed that dietary-related problem such as obesity is associated with other chronic diseases like hypertension, irregular blood sugar levels, and increased risk of heart attacks. The primary cause of these problems is poor…

Computer Vision and Pattern Recognition · Computer Science 2021-09-07 Ghalib Tahir , Chu Kiong Loo

Diet plays a critical role in human health, yet tailoring dietary reasoning to individual health conditions remains a major challenge. Nutrition Question Answering (QA) has emerged as a popular method for addressing this problem. However,…

An important aspect of health monitoring is effective logging of food consumption. This can help management of diet-related diseases like obesity, diabetes, and even cardiovascular diseases. Moreover, food logging can help fitness…

Computer Vision and Pattern Recognition · Computer Science 2020-10-28 Doyen Sahoo , Wang Hao , Shu Ke , Wu Xiongwei , Hung Le , Palakorn Achananuparp , Ee-Peng Lim , Steven C. H. Hoi

Food is an integral part of our life and what and how much we eat crucially affects our health. Our food choices largely depend on how we perceive certain characteristics of food, such as whether it is healthy, delicious or if it qualifies…

Computers and Society · Computer Science 2017-02-22 Ferda Ofli , Yusuf Aytar , Ingmar Weber , Raggi al Hammouri , Antonio Torralba

Social media provide a wealth of information for research into public health by providing a rich mix of personal data, location, hashtags, and social network information. Among these, Instagram has been recently the subject of many…

Computers and Society · Computer Science 2016-03-16 Jaclyn Rich , Hamed Haddadi , Timothy M. Hospedales

The nutritional quality of diets has significantly deteriorated over the past two to three decades, a decline often underestimated by the people. This deterioration, coupled with a hectic lifestyle, has contributed to escalating health…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Assylzhan Izbassar , Pakizar Shamoi

This comprehensive review explores food data in the Semantic Web, highlighting key nutritional resources, knowledge graphs, and emerging applications in the food domain. It examines prominent food data resources such as USDA, FoodOn, FooDB,…

Information Retrieval · Computer Science 2025-09-03 Darko Sasanski , Riste Stojanov

To date, there are no effective treatments for most neurodegenerative diseases. However, certain foods may be associated with these diseases and bring an opportunity to prevent or delay neurodegenerative progression. Our objective is to…

Artificial Intelligence · Computer Science 2021-10-26 Yi Nian , Jingcheng Du , Larry Bu , Fang Li , Xinyue Hu , Yuji Zhang , Cui Tao

Food recognition and nutritional apps are trending technologies that may revolutionise the way people with diabetes manage their diet. Such apps can monitor food intake as a digital diary and even employ artificial intelligence to assess…

Computer Vision and Pattern Recognition · Computer Science 2024-10-14 Lubnaa Abdur Rahman , Ioannis Papathanail , Lorenzo Brigato , Elias K. Spanakis , Stavroula Mougiakakou

Assessing dietary intake accurately remains an open and challenging research problem. In recent years, image-based approaches have been developed to automatically estimate food intake by capturing eat occasions with mobile devices and…

Information Retrieval · Computer Science 2019-10-16 Zeman Shao , Runyu Mao , Fengqing Zhu

Food is an integral part of our lives, cultures, and well-being, and is of major interest to public health. The collection of daily nutritional data involves keeping detailed diaries or periodic surveys and is limited in scope and reach.…

Computers and Society · Computer Science 2015-01-27 Sofiane Abbar , Yelena Mejova , Ingmar Weber