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Food image-to-recipe aims to learn an embedded space linking the rich semantics in recipes with the visual content in food image for cross-modal retrieval. The existing research works carry out the learning of such space by assuming that…

多媒体 · 计算机科学 2023-04-18 Bin Zhu , Chong-Wah Ngo , Jingjing Chen , Wing-Kwong Chan

In this work we propose a new computational framework, based on generative deep models, for synthesis of photo-realistic food meal images from textual list of its ingredients. Previous works on synthesis of images from text typically rely…

计算机视觉与模式识别 · 计算机科学 2020-02-27 Fangda Han , Ricardo Guerrero , Vladimir Pavlovic

Monitoring dietary habits is crucial for preventing health risks associated with overeating and undereating, including obesity, diabetes, and cardiovascular diseases. Traditional methods for tracking food intake rely on self-reported data…

计算机视觉与模式识别 · 计算机科学 2025-05-02 Wallace Lee , YuHao Chen

Food insecurity is a significant social and public health issue that plagues many urban metropolitan areas around the world. Existing approaches to identifying food insecurity rely primarily on qualitative and quantitative survey data,…

计算机视觉与模式识别 · 计算机科学 2025-07-08 David Li

This paper addresses the challenges of learning representations for recipes and food images in the cross-modal retrieval problem. As the relationship between a recipe and its cooked dish is cause-and-effect, treating a recipe as a text…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Qing Wang , Chong-Wah Ngo , Ee-Peng Lim

Due to the growing concern of chronic diseases and other health problems related to diet, there is a need to develop accurate methods to estimate an individual's food and energy intake. Measuring accurate dietary intake is an open research…

计算机视觉与模式识别 · 计算机科学 2018-05-24 Shaobo Fang , Zeman Shao , Runyu Mao , Chichen Fu , Deborah A. Kerr , Carol J. Boushey , Edward J. Delp , Fengqing Zhu

Food image classification is the fundamental step in image-based dietary assessment, which aims to estimate participants' nutrient intake from eating occasion images. A common challenge of food images is the intra-class diversity and…

计算机视觉与模式识别 · 计算机科学 2024-08-08 Xinyue Pan , Jiangpeng He , Fengqing Zhu

We present a novel method for aligning a sequence of instructions to a video of someone carrying out a task. In particular, we focus on the cooking domain, where the instructions correspond to the recipe. Our technique relies on an HMM to…

计算与语言 · 计算机科学 2015-03-16 Jonathan Malmaud , Jonathan Huang , Vivek Rathod , Nick Johnston , Andrew Rabinovich , Kevin Murphy

We propose approaches based on deep learning to localize objects in images when only a small training dataset is available and the images have low quality. That applies to many problems in medical image processing, and in particular to the…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Aaron Pries , Peter J. Schreier , Artur Lamm , Stefan Pede , Jürgen Schmidt

Monitoring population-level changes in diet could be useful for education and for implementing interventions to improve health. Research has shown that data from social media sources can be used for monitoring dietary behavior. We propose a…

计算机视觉与模式识别 · 计算机科学 2019-09-04 Kaihong Wang , Mona Jalal , Sankara Jefferson , Yi Zheng , Elaine O. Nsoesie , Margrit Betke

Food is central to life. Food provides us with energy and foundational building blocks for our body and is also a major source of joy and new experiences. A significant part of the overall economy is related to food. Food science,…

多媒体 · 计算机科学 2020-09-01 Ali Rostami , Vaibhav Pandey , Nitish Nag , Vesper Wang , Ramesh Jain

The increasing prevalence of diet-related chronic diseases coupled with the ineffectiveness of traditional diet management methods have resulted in a need for novel tools to accurately and automatically assess meals. Recently, computer…

计算机视觉与模式识别 · 计算机科学 2017-01-13 Joachim Dehais , Marios Anthimopoulos , Sergey Shevchik , Stavroula Mougiakakou

Feature extraction and matching are among central problems of computer vision. It is inefficent to search features over all locations and scales. Neurophysiological evidence shows that to locate objects in a digital image the human visual…

计算机视觉与模式识别 · 计算机科学 2007-05-23 Liang Wu

The state recognition of the environment and objects by robots is generally based on the judgement of the current state as a classification problem. On the other hand, state changes of food in cooking happen continuously and need to be…

机器人学 · 计算机科学 2024-03-19 Kento Kawaharazuka , Naoaki Kanazawa , Yoshiki Obinata , Kei Okada , Masayuki Inaba

Most of the post-processing methods for character recognition rely on contextual information of character and word-fragment levels. However, due to linguistic characteristics of Korean, such low-level information alone is not sufficient for…

cmp-lg · 计算机科学 2008-02-03 Geunbae Lee , Jong-Hyeok Lee , JinHee Yoo

Key role in the prevention of diet-related chronic diseases plays the balanced nutrition together with a proper diet. The conventional dietary assessment methods are time-consuming, expensive and prone to errors. New technology-based…

计算机视觉与模式识别 · 计算机科学 2018-06-28 Ya Lu , Dario Allegra , Marios Anthimopoulos , Filippo Stanco , Giovanni Maria Farinella , Stavroula Mougiakakou

Food image classification is challenging for real-world applications since existing methods require static datasets for training and are not capable of learning from sequentially available new food images. Online continual learning aims to…

计算机视觉与模式识别 · 计算机科学 2021-08-17 Jiangpeng He , Fengqing Zhu

We aim to estimate food portion size, a property that is strongly related to the presence of food object in 3D space, from single monocular images under real life setting. Specifically, we are interested in end-to-end estimation of food…

计算机视觉与模式识别 · 计算机科学 2021-03-16 Zeman Shao , Shaobo Fang , Runyu Mao , Jiangpeng He , Janine Wright , Deborah Kerr , Carol Jo Boushey , Fengqing Zhu

Creating mobile robots which are able to find and manipulate objects in large environments is an active topic of research. These robots not only need to be capable of searching for specific objects but also to estimate their poses often…

机器人学 · 计算机科学 2022-03-09 Jascha Hellwig , Mark Baierl , Joao Carvalho , Julen Urain , Jan Peters

The recommendation of food items is important for many reasons. Attaining cooking inspiration via digital sources is becoming evermore popular; as are systems, which recommend other types of food, such as meals in restaurants or products in…

信息检索 · 计算机科学 2017-11-13 Christoph Trattner , David Elsweiler