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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

Multi-modal Large Language Models (LLM) have advanced conversational abilities but struggle with providing live, interactive step-by-step guidance, a key capability for future AI assistants. Effective guidance requires not only delivering…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Apratim Bhattacharyya , Bicheng Xu , Sanjay Haresh , Reza Pourreza , Litian Liu , Sunny Panchal , Pulkit Madan , Leonid Sigal , Roland Memisevic

Engaging in smooth conversations with others is a crucial social skill. However, differences in knowledge between conversation participants can sometimes hinder effective communication. To tackle this issue, this study proposes a real-time…

Human-Computer Interaction · Computer Science 2025-06-23 Yuichiro Fujimoto

Large multimodal models (LMMs) have enabled new AI-powered applications that help people with visual impairments (PVI) receive natural language descriptions of their surroundings through audible text. We investigated how this emerging…

Human-Computer Interaction · Computer Science 2025-02-25 Jingyi Xie , Rui Yu , He Zhang , Syed Masum Billah , Sooyeon Lee , John M. Carroll

Large language models (LLMs) have enabled the automatic generation of step-by-step augmented reality (AR) instructions for a wide range of physical tasks. However, existing LLM-based AR guidance often lacks rich visual augmentations to…

Human-Computer Interaction · Computer Science 2025-09-25 Ada Yi Zhao , Aditya Gunturu , Ellen Yi-Luen Do , Ryo Suzuki

Many everyday tasks rely on external tutorials such as manuals and videos, requiring users to constantly switch between reading instructions and performing actions, which disrupts workflow and increases cognitive load. Augmented reality…

Human-Computer Interaction · Computer Science 2026-05-19 Yusi Sun , Ying Jiang , Jiayin Lu , Yin yang , Yong-Hong Kuo , Chenfanfu Jiang

Collaborative planning for congenital heart diseases typically involves creating physical heart models through 3D printing, which are then examined by both surgeons and cardiologists. Recent developments in mobile augmented reality (AR)…

Human-Computer Interaction · Computer Science 2024-08-09 Pratham Mehta , Rahul O Narayanan , Harsha Karanth , Haoyang Yang , Timothy C Slesnick , Fawwaz Shaw , Duen Horng Chau

As virtual personal assistants have now penetrated the consumer market, with products such as Siri and Alexa, the research community has produced several works on task-oriented dialogue tasks such as hotel booking, restaurant booking, and…

Computation and Language · Computer Science 2022-10-07 Zhengxiang Shi , Pin Ni , Meihui Wang , To Eun Kim , Aldo Lipani

The rapid advancement of Large Language Models (LLMs) has created numerous potentials for integration with conversational assistants (CAs) assisting people in their daily tasks, particularly due to their extensive flexibility. However,…

Human-Computer Interaction · Computer Science 2025-08-08 Szeyi Chan , Jiachen Li , Bingsheng Yao , Amama Mahmood , Chien-Ming Huang , Holly Jimison , Elizabeth D Mynatt , Dakuo Wang

People with visual impairments perceive their environment non-visually and often use AI-powered assistive tools to obtain textual descriptions of visual information. Recent large vision-language model-based AI-powered tools like Be My AI…

Human-Computer Interaction · Computer Science 2024-07-15 Jingyi Xie , Rui Yu , He Zhang , Sooyeon Lee , Syed Masum Billah , John M. Carroll

Training a model for food recognition is challenging because the training samples, which are typically crawled from the Internet, are visually different from the pictures captured by users in the free-living environment. In addition to this…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Qing Wang , Chong-Wah Ngo , Ee-Peng Lim , Qianru Sun

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

Diet quality is a leading determinant of chronic disease risk. Advances in artificial intelligence (AI) have enabled food recommendation systems to adapt suggestions to user preferences and health goals. However, most current systems rely…

Information Retrieval · Computer Science 2026-05-18 Yibin Wang , Yanjie Yang , Grace Melo Guerrero , Rodolfo M. Nayga , Azlan Zahid

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 reliance on vision for tasks related to cooking and eating healthy can present barriers to cooking for oneself and achieving proper nutrition. There has been little research exploring cooking practices and challenges faced by people…

Human-Computer Interaction · Computer Science 2021-07-14 Franklin Mingzhe Li , Jamie Dorst , Peter Cederberg , Patrick Carrington

With diet and nutrition apps reaching 1.4 billion users in 2022 [1], it's not surprise that popular health apps, MyFitnessPal, Noom, and Calorie Counter, are surging in popularity. However, one major setback [2] of nearly all nutrition…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Michelle Han , Junyao Chen , Zhengyuan Zhou

Augmented Reality (AR) technology creates new immersive experiences in entertainment, games, education, retail, and social media. AR content is often primarily visual and it is challenging to enable access to it non-visually due to the mix…

Human-Computer Interaction · Computer Science 2020-10-14 Jaylin Herskovitz , Jason Wu , Samuel White , Amy Pavel , Gabriel Reyes , Anhong Guo , Jeffrey P. Bigham

The advancement of artificial intelligence (AI) and the significant growth in the use of food consumption tracking and recommendation-related apps in the app stores have created a need for an evaluation system, as minimal information is…

Software Engineering · Computer Science 2022-08-05 Sabiha Samad , Fahmida Ahmed , Samsun Naher , Muhammad Ashad Kabir , Anik Das , Sumaiya Amin , Sheikh Mohammed Shariful Islam

Diet is an important aspect of our health. Good dietary habits can contribute to the prevention of many diseases and improve the overall quality of life. To better understand the relationship between diet and health, image-based dietary…

Computer Vision and Pattern Recognition · Computer Science 2023-01-25 Yue Han , Sri Kalyan Yarlagadda , Tonmoy Ghosh , Fengqing Zhu , Edward Sazonov , Edward J. Delp

In the rapidly evolving landscape of online recipe sharing within a globalized context, there has been a notable surge in research towards comprehending and generating food recipes. Recent advancements in large language models (LLMs) like…

Computation and Language · Computer Science 2024-09-02 Fnu Mohbat , Mohammed J. Zaki