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Related papers: A Survey on Food Ingredient Substitutions

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Global food systems must deliver nutritious, sustainable foods while sharply reducing environmental impact. Yet, food innovation remains slow, empirical, and fragmented. Artificial intelligence (AI) offers a transformative path to link…

In healthcare, artificial intelligence (AI) has been changing the way doctors and health experts take care of people. This paper will cover how AI is making major changes in the health care system, especially with nutrition. Various machine…

Human-Computer Interaction · Computer Science 2024-04-03 Ritu Ramakrishnan , Tianxiang Xing , Tianfeng Chen , Ming-Hao Lee , Jinzhu Gao

Food is very essential for human life and it is fundamental to the human experience. Food-related study may support multifarious applications and services, such as guiding the human behavior, improving the human health and understanding the…

Computers and Society · Computer Science 2019-07-17 Weiqing Min , Shuqiang Jiang , Linhu Liu , Yong Rui , Ramesh Jain

Everyone eats. However, people do not always know what to eat. They need a little help and inspiration. Consequently, a number of apps, services, and programs have developed recommenders around food. These cover food, meal, recipe, and…

Information Retrieval · Computer Science 2018-09-18 Carl Anderson

In the emerging field of computational gastronomy, aligning culinary practices with scientifically supported nutritional goals is increasingly important. This study explores how large language models (LLMs) can be applied to optimize…

Computation and Language · Computer Science 2024-09-16 Luis Rita , Josh Southern , Ivan Laponogov , Kyle Higgins , Kirill Veselkov

Food is essential for human survival, and people always try to taste different types of delicious recipes. Frequently, people choose food ingredients without even knowing their names or pick up some food ingredients that are not obvious to…

Computer Vision and Pattern Recognition · Computer Science 2022-03-15 Md. Shafaat Jamil Rokon , Md Kishor Morol , Ishra Binte Hasan , A. M. Saif , Rafid Hussain Khan

Recipe personalization through ingredient substitution has the potential to help people meet their dietary needs and preferences, avoid potential allergens, and ease culinary exploration in everyone's kitchen. To address ingredient…

Machine Learning · Computer Science 2023-02-17 Bahare Fatemi , Quentin Duval , Rohit Girdhar , Michal Drozdzal , Adriana Romero-Soriano

A common, yet regular, decision made by people, whether healthy or with any health condition, is to decide what to have in meals like breakfast, lunch, and dinner, consisting of a combination of foods for appetizer, main course, side…

Artificial Intelligence · Computer Science 2024-06-21 Vansh Nagpal , Siva Likitha Valluru , Kausik Lakkaraju , Biplav Srivastava

The central role of food in our individual and social life, combined with recent technological advances, has motivated a growing interest in applications that help to better monitor dietary habits as well as the exploration and retrieval of…

Computer Vision and Pattern Recognition · Computer Science 2018-01-23 Luis Herranz , Weiqing Min , Shuqiang Jiang

Cultures around the world have acquired unique culinary practices reflected in traditional recipe compositions. Data-driven analysis has the potential to provide interesting insights into the structure of recipes and organizational…

Physics and Society · Physics 2018-03-13 Navjot Singh , Ganesh Bagler

Nutrition estimation is an important component of promoting healthy eating and mitigating diet-related health risks. Despite advances in tasks such as food classification and ingredient recognition, progress in nutrition estimation is…

Computer Vision and Pattern Recognition · Computer Science 2025-05-14 Huiyan Qi , Bin Zhu , Chong-Wah Ngo , Jingjing Chen , Ee-Peng Lim

Artificial intelligence is accelerating a new era of food innovation, connecting data from farm to consumer to improve formulation, processing, and health outcomes. Recent advances in deep learning, natural language processing, and…

Computers and Society · Computer Science 2025-11-21 Xu Zhou , Ivor Prado , AIFPDS participants , Ilias Tagkopoulos

Dietary intake data are routinely drawn upon to explore diet-health relationships. However, these data are often subject to measurement error, distorting the true relationships. Beyond measurement error, there are likely complex synergistic…

Machine Learning · Computer Science 2025-02-12 Dylan Spicker , Amir Nazemi , Joy Hutchinson , Paul Fieguth , Sharon I. Kirkpatrick , Michael Wallace , Kevin W. Dodd

Cooking is a unique endeavor that forms the core of our cultural identity. Culinary systems across the world have evolved over a period of time in the backdrop of complex interplay of diverse sociocultural factors including geographic,…

Physics and Society · Physics 2019-04-24 Rudraksh Tuwani , Nutan Sahoo , Navjot Singh , Ganesh Bagler

As people become more aware of their food choices, food computation models have become increasingly popular in assisting people in maintaining healthy eating habits. For example, food recommendation systems analyze recipe instructions to…

Computation and Language · Computer Science 2023-06-06 Revathy Venkataramanan , Kaushik Roy , Kanak Raj , Renjith Prasad , Yuxin Zi , Vignesh Narayanan , Amit Sheth

Salt is consumed at too high levels in the general population, causing high blood pressure and related health problems. In this paper, we present results of ongoing research that tries to reduce salt intake via technology and in particular…

Human-Computer Interaction · Computer Science 2021-08-04 Arngeir Berge , Vegard Velle Sjøen , Alain D. Starke , Christoph Trattner

The ability to recognize various food-items in a generic food plate is a key determinant for an automated diet assessment system. This study motivates the need for automated diet assessment and proposes a framework to achieve this. Within…

Computer Vision and Pattern Recognition · Computer Science 2022-10-26 Rameez Ismail , Zhaorui Yuan

The recording and sharing of cooking recipes, a human activity dating back thousands of years, naturally became an early and prominent social use of the web. The resulting online recipe collections are repositories of ingredient…

Social and Information Networks · Computer Science 2015-03-19 Chun-Yuen Teng , Yu-Ru Lin , Lada A. Adamic

The large population of home cooks with dietary restrictions is under-served by existing cooking resources and recipe generation models. To help them, we propose the task of controllable recipe editing: adapt a base recipe to satisfy a…

Computation and Language · Computer Science 2022-11-15 Shuyang Li , Yufei Li , Jianmo Ni , Julian McAuley

A common decision made by people, whether healthy or with health conditions, is choosing meals like breakfast, lunch, and dinner, comprising combinations of foods for appetizer, main course, side dishes, desserts, and beverages. Often, this…

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