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Diet is central to the epidemic of lifestyle disorders. Accurate and effortless diet logging is one of the significant bottlenecks for effective diet management and calorie restriction. Dish detection from food platters is a challenging…

Pedestrian heading tracking enables applications in pedestrian navigation, traffic safety, and accessibility. Previous works, using inertial sensor fusion or machine learning, are limited in that they assume the phone is fixed in specific…

信号处理 · 电气工程与系统科学 2024-10-10 Yucheng Yang , Jingjie Li , Kassem Fawaz

We present results from a set of experiments in this pilot study to investigate the causal influence of user activity on various environmental parameters monitored by occupant carried multi-purpose sensors. Hypotheses with respect to each…

人机交互 · 计算机科学 2016-11-17 Ming Jin , Han Zou , Kevin Weekly , Ruoxi Jia , Alexandre M. Bayen , Costas J. Spanos

Compared to other biometrics, gait is difficult to conceal and has the advantage of being unobtrusive. Inertial sensors, such as accelerometers and gyroscopes, are often used to capture gait dynamics. These inertial sensors are commonly…

机器学习 · 计算机科学 2020-04-30 Qin Zou , Yanling Wang , Qian Wang , Yi Zhao , Qingquan Li

Innovative, real-time solutions are needed to address the mismatch between the demand for and supply of critical information to inform and motivate diet and health-related behavior change. Research suggests that interventions using mobile…

Cooking plays a vital role in everyday independence and well-being, yet remains challenging for people with vision impairments due to limited support for tracking progress and receiving contextual feedback. Object status - the condition or…

人工智能 · 计算机科学 2025-07-08 Franklin Mingzhe Li , Kaitlyn Ng , Bin Zhu , Patrick Carrington

Diversity-aware data are essential for a robust modeling of human behavior in context. In addition, being the human behavior of interest for numerous applications, data must also be reusable across domain, to ensure diversity of…

计算机与社会 · 计算机科学 2023-06-19 Matteo Busso , Xiaoyue Li

Humans routinely infer taste, smell, texture, and even sound from food images a phenomenon well studied in cognitive science. However, prior vision language research on food has focused primarily on recognition tasks such as meal…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Sabab Ishraq , Aarushi Aarushi , Juncai Jiang , Chen Chen

Ingestive behavior plays a critical role in health, yet many existing interventions remain limited to static guidance or manual self-tracking. With the increasing integration of sensors, context-aware computing, and perceptual computing,…

人机交互 · 计算机科学 2025-08-08 Jun Fang , Yanuo Zhou , Ka I Chan , Jiajin Li , Zeyi Sun , Zhengnan Li , Zicong Fu , Hongjing Piao , Haodong Xu , Yuanchun Shi , Yuntao Wang

Digital technologies are reshaping how people experience their surroundings, often pulling focus toward virtual spaces and making it harder to stay present and engaged. Wearable augmented reality (AR), by embedding digital information into…

人机交互 · 计算机科学 2025-03-05 Tram Thi Minh Tran

Traditional models of glucose-insulin dynamics rely on heuristic parameterizations chosen to fit observations within a laboratory setting. However, these models cannot describe glucose dynamics in daily life. One source of failure is in…

机器学习 · 计算机科学 2023-05-17 Ke Alexander Wang , Matthew E. Levine , Jiaxin Shi , Emily B. Fox

In the context of education technology, empathic interaction with the user and feedback by the learning system using multiple inputs such as video, voice and text inputs is an important area of research. In this paper, a nonintrusive,…

计算机视觉与模式识别 · 计算机科学 2018-07-16 S L Happy , A. Dasgupta , P. Patnaik , A. Routray

The success of online social platforms hinges on their ability to predict and understand user behavior at scale. Here, we present data suggesting that context-aware modeling approaches may offer a holistic yet lightweight and potentially…

机器学习 · 计算机科学 2024-06-17 Heinrich Peters , Yozen Liu , Francesco Barbieri , Raiyan Abdul Baten , Sandra C. Matz , Maarten W. Bos

There are around a hundred installed apps on an average smartphone. The high number of apps and the limited number of app icons that can be displayed on the device's screen requires a new paradigm to address their visibility to the user. In…

机器学习 · 计算机科学 2016-01-26 Joseph Keshet , Adam Kariv , Arnon Dagan , Dvir Volk , Joey Simhon

Physical activity patterns can be informative about a patient's health status. Traditionally, activity data have been gathered using patient self-report. However, these subjective data can suffer from bias and are difficult to collect over…

统计方法学 · 统计学 2022-02-08 Emily Huang , Kebin Yan , Jukka-Pekka Onnela

What we eat is one of the most frequent and important health decisions we make in daily life, yet it remains notoriously difficult to capture and understand. Effective food journaling is thus a grand challenge in personal health…

人机交互 · 计算机科学 2017-02-24 Shubham Goyal , Qi Liu , Khairina Tajul-Arifin , Waqas Awan , Bimlesh Wadhwa , Zhenguang Liu

Among the general population, students are especially sensitive to social media and smartphones because of their pervasiveness. Several studies have shown that there is a negative correlation between social media and academic performance…

计算机与社会 · 计算机科学 2020-06-29 Fausto Giunchiglia , Mattia Zeni , Elisa Gobbi , Enrico Bignotti , Ivano Bison

The recent development of smartphone and wearable sensor technologies enable general public to carry self-tracking tasks more easily. Much work has been devoted to life data collection and visualisation to help people with better…

计算机与社会 · 计算机科学 2016-10-04 Li Guo

Human Activity Recognition (HAR) is considered a valuable research topic in the last few decades. Different types of machine learning models are used for this purpose, and this is a part of analyzing human behavior through machines. It is…

机器学习 · 计算机科学 2021-03-31 Jakaria Rabbi , Md. Tahmid Hasan Fuad , Md. Abdul Awal

The field of energy-free sensing and context recognition has recently gained significant attention as it allows operating systems without external power sources. Photovoltaic cells can convert light energy into electrical energy to power…

信号处理 · 电气工程与系统科学 2025-03-21 Kaede Shintani , Hamada Rizk , Hirozumi Yamaguchi