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Related papers: CookingSense: A Culinary Knowledgebase with Multid…

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Recent advances in multi-modal generative models have enabled significant progress in instruction-based image editing. However, while these models produce visually plausible outputs, their capacity for knowledge-based reasoning editing…

Computer Vision and Pattern Recognition · Computer Science 2025-05-23 Yongliang Wu , Zonghui Li , Xinting Hu , Xinyu Ye , Xianfang Zeng , Gang Yu , Wenbo Zhu , Bernt Schiele , Ming-Hsuan Yang , Xu Yang

In this paper, we introduce a new and challenging large-scale food image dataset called "ChineseFoodNet", which aims to automatically recognizing pictured Chinese dishes. Most of the existing food image datasets collected food images either…

Computer Vision and Pattern Recognition · Computer Science 2017-10-17 Xin Chen , Yu Zhu , Hua Zhou , Liang Diao , Dongyan Wang

Bundle recommendation systems aim to recommend a bundle of items for a user to consider as a whole. They have become a norm in modern life and have been applied to many real-world settings, such as product bundle recommendation, music…

Information Retrieval · Computer Science 2022-05-25 Ming Li , Lin Li , Qing Xie , Jingling Yuan , Xiaohui Tao

With the exponential growth in the usage of social media to share live updates about life, taking pictures has become an unavoidable phenomenon. Individuals unknowingly create a unique knowledge base with these images. The food images, in…

Computer Vision and Pattern Recognition · Computer Science 2020-03-20 Nitish Nag , Bindu Rajanna , Ramesh Jain

With the rapid advances of large language models, it becomes increasingly important to systematically evaluate their multilingual and multicultural capabilities. Previous cultural evaluation benchmarks focus mainly on basic cultural…

In this work we propose a methodology for an automatic food classification system which recognizes the contents of the meal from the images of the food. We developed a multi-layered deep convolutional neural network (CNN) architecture that…

Computer Vision and Pattern Recognition · Computer Science 2017-11-22 Paritosh Pandey , Akella Deepthi , Bappaditya Mandal , N. B. Puhan

The pleasure that often comes with eating can be further enhanced with intelligent technology, as the field of human-food interaction suggests. However, knowledge on how to design such pleasure-supporting eating systems is limited. To begin…

Human-Computer Interaction · Computer Science 2024-03-19 Yan Wang , Humphrey O. Obie , Zhuying Li , Flora D. Salim , John Grundy , Florian 'Floyd' Mueller

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

Cooking recipes allow individuals to exchange culinary ideas and provide food preparation instructions. Due to a lack of adequate labeled data, categorizing raw recipes found online to the appropriate food genres is a challenging task in…

Computation and Language · Computer Science 2023-06-14 Nazmus Sakib , G. M. Shahariar , Md. Mohsinul Kabir , Md. Kamrul Hasan , Hasan Mahmud

Cultures across the world are distinguished by the idiosyncratic patterns in their cuisines. These cuisines are characterized in terms of their substructures such as ingredients, cooking processes and utensils. A complex fusion of these…

Computation and Language · Computer Science 2020-04-30 Tript Sharma , Utkarsh Upadhyay , Ganesh Bagler

Commonsense reasoning is intuitive for humans but has been a long-term challenge for artificial intelligence (AI). Recent advancements in pretrained language models have shown promising results on several commonsense benchmark datasets.…

Computation and Language · Computer Science 2021-06-03 Shikhar Singh , Nuan Wen , Yu Hou , Pegah Alipoormolabashi , Te-Lin Wu , Xuezhe Ma , Nanyun Peng

This paper presents a case study on how to process cooking recipes (and more generally, how-to instructions) in a way that makes it possible for a robot or artificial cooking assistant to support human chefs in the kitchen. Such AI…

Computation and Language · Computer Science 2025-01-06 Remi van Trijp , Katrien Beuls , Paul Van Eecke

In this paper we describe an architecture and functionality of main components of a workbench for an acquisition of domain knowledge from large text corpora. The workbench supports an incremental process of corpus analysis starting from a…

cmp-lg · Computer Science 2008-02-03 Andrei Mikheev , Steven Finch

Computational gastronomy increasingly relies on diverse, high-quality recipe datasets to capture regional culinary traditions. Although there are large-scale collections for major languages, Macedonian recipes remain under-represented in…

Computation and Language · Computer Science 2025-11-18 Darko Sasanski , Dimitar Peshevski , Riste Stojanov , Dimitar Trajanov

Acquiring commonsense knowledge and reasoning is recognized as an important frontier in achieving general Artificial Intelligence (AI). Recent research in the Natural Language Processing (NLP) community has demonstrated significant progress…

Artificial Intelligence · Computer Science 2021-01-20 Ke Shen , Mayank Kejriwal

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

There has recently been growing interest in the automatic generation of cooking recipes that satisfy some form of dietary restrictions, thanks in part to the availability of online recipe data. Prior studies have used pre-trained language…

Computation and Language · Computer Science 2023-01-27 Diego Antognini , Shuyang Li , Boi Faltings , Julian McAuley

Understanding procedural texts, such as cooking recipes, is essential for enabling machines to follow instructions and reason about tasks, a key aspect of intelligent reasoning. In cooking, these instructions can be interpreted as a series…

Computation and Language · Computer Science 2024-10-11 Aissatou Diallo , Antonis Bikakis , Luke Dickens , Anthony Hunter , Rob Miller

Solving expert-level multimodal tasks is a key milestone towards general intelligence. As the capabilities of multimodal large language models (MLLMs) continue to improve, evaluation of such advanced multimodal intelligence becomes…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Yan Yang , Dongxu Li , Haoning Wu , Bei Chen , Liu Liu , Liyuan Pan , Junnan Li

It remains an open question whether incorporating external knowledge benefits commonsense reasoning while maintaining the flexibility of pretrained sequence models. To investigate this question, we develop generated knowledge prompting,…

Computation and Language · Computer Science 2022-09-30 Jiacheng Liu , Alisa Liu , Ximing Lu , Sean Welleck , Peter West , Ronan Le Bras , Yejin Choi , Hannaneh Hajishirzi