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Autonomous agents that navigate Graphical User Interfaces (GUIs) to automate tasks like document editing and file management can greatly enhance computer workflows. While existing research focuses on online settings, desktop environments,…

A mobile app interface usually consists of a set of user interface modules. How to properly design these user interface modules is vital to achieving user satisfaction for a mobile app. However, there are few methods to determine design…

Software Engineering · Computer Science 2020-09-01 Jingbo Zhou , Zhenwei Tang , Min Zhao , Xiang Ge , Fuzhen Zhuang , Meng Zhou , Liming Zou , Chenglei Yang , Hui Xiong

Intensive care units (ICUs) are complex and data-rich environments. Data routinely collected in the ICUs provides tremendous opportunities for machine learning, but their use comes with significant challenges. Complex problems may require…

Human-Computer Interaction · Computer Science 2024-06-05 Marceli Wac , Raul Santos-Rodriguez , Chris McWilliams , Christopher Bourdeaux

Rapid advancements in large language models (LLMs) have increased interest in deploying them on mobile devices for on-device AI applications. Mobile users interact differently with LLMs compared to desktop users, creating unique…

Computation and Language · Computer Science 2025-03-27 Sondos Mahmoud Bsharat , Mukul Ranjan , Aidar Myrzakhan , Jiacheng Liu , Bowei Guo , Shengkun Tang , Zhuang Liu , Yuanzhi Li , Zhiqiang Shen

In the last years, scientific and industrial research has experienced a growing interest in acquiring large annotated data sets to train artificial intelligence algorithms for tackling problems in different domains. In this context, we have…

Human-Computer Interaction · Computer Science 2021-03-09 Silvio Barra , Salvatore M. Carta , Alessandro Giuliani , Alessia Pisu , Alessandro Sebastian Podda , DanieleRiboni

Automated object detection has become increasingly valuable across diverse applications, yet efficient, high-quality annotation remains a persistent challenge. In this paper, we present the development and evaluation of a platform designed…

Computer Vision and Pattern Recognition · Computer Science 2025-03-28 Sönke Tenckhoff , Mario Koddenbrock , Erik Rodner

AI agents operating on user interfaces must understand how interfaces communicate state and feedback to act reliably. As a core communicative modality, animations are increasingly used in modern interfaces, serving critical functional…

Human-Computer Interaction · Computer Science 2026-04-30 Chen Liang , Xirui Jiang , Naihao Deng , Eytan Adar , Anhong Guo

Smartphones are now ubiquitous, yet our understanding of user interface factors that maximize mobile user experience (UX), is still limited. This work presents a controlled experiment, which investigated factors that affect the usability…

Human-Computer Interaction · Computer Science 2021-02-05 Lasse Einfeldt , Auriol Degbelo

Map representations learned by expert demonstrations have shown promising research value. However, the field of visual navigation still faces challenges due to the lack of real-world human-navigation datasets that can support efficient,…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Faith Johnson , Bryan Bo Cao , Kristin Dana , Shubham Jain , Ashwin Ashok

Searching for relative mobile user interface (UI) design examples can aid interface designers in gaining inspiration and comparing design alternatives. However, finding such design examples is challenging, especially as current search…

Human-Computer Interaction · Computer Science 2021-02-11 Sara Bunian , Kai Li , Chaima Jemmali , Casper Harteveld , Yun Fu , Magy Seif El-Nasr

In today's digitalized world, where software systems are becoming increasingly ubiquitous and complex, the quality aspect of explainability is gaining relevance. A major challenge in achieving adequate explanations is the elicitation of…

Software Engineering · Computer Science 2025-06-23 Hannah Deters , Laura Reinhardt , Jakob Droste , Martin Obaidi , Kurt Schneider

Listening to user's requirements is crucial to building and maintaining high quality software. Online software user feedback has been shown to contain large amounts of information useful to requirements engineering (RE). Previous studies…

Software Engineering · Computer Science 2021-12-28 Peter Devine , Yun Sing Koh , Kelly Blincoe

In multimodal assistant, where vision is also one of the input modalities, the identification of user intent becomes a challenging task as visual input can influence the outcome. Current digital assistants take spoken input and try to…

Computer Vision and Pattern Recognition · Computer Science 2021-11-02 Alkesh Patel , Joel Ruben Antony Moniz , Roman Nguyen , Nick Tzou , Hadas Kotek , Vincent Renkens

Building a generalist model for user interface (UI) understanding is challenging due to various foundational issues, such as platform diversity, resolution variation, and data limitation. In this paper, we introduce Ferret-UI 2, a…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Zhangheng Li , Keen You , Haotian Zhang , Di Feng , Harsh Agrawal , Xiujun Li , Mohana Prasad Sathya Moorthy , Jeff Nichols , Yinfei Yang , Zhe Gan

Data quality is a significant issue for any application that requests for analytics to support decision making. It becomes very important when we focus on Internet of Things (IoT) where numerous devices can interact to exchange and process…

Machine Learning · Computer Science 2020-07-30 Anna Karanika , Panagiotis Oikonomou , Kostas Kolomvatsos , Christos Anagnostopoulos

With the growing availability of urban data and the increasing complexity of societal challenges, visual analytics has become essential for deriving insights into pressing real-world problems. However, analyzing such data is inherently…

Human-Computer Interaction · Computer Science 2025-08-12 Gustavo Moreira , Leonardo Ferreira , Carolina Veiga , Maryam Hosseini , Fabio Miranda

The lack of annotated datasets is a major bottleneck for training new task-specific supervised machine learning models, considering that manual annotation is extremely expensive and time-consuming. To address this problem, we present MONAI…

Recent research in the field of computer vision strongly focuses on deep learning architectures to tackle image processing problems. Deep neural networks are often considered in complex image processing scenarios since traditional computer…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Marcel P. Schilling , Luca Rettenberger , Friedrich Münke , Haijun Cui , Anna A. Popova , Pavel A. Levkin , Ralf Mikut , Markus Reischl

Graphical User Interface (GUI) has become one of the most significant parts of mobile applications (apps). It is a direct bridge between mobile apps and end users, which directly affects the end user's experience. Neglecting GUI quality can…

Software Engineering · Computer Science 2025-10-21 Shengcheng Yu , Chunrong Fang , Ziyuan Tuo , Quanjun Zhang , Chunyang Chen , Zhenyu Chen , Zhendong Su

With the recent growth of conversational systems and intelligent assistants such as Apple Siri and Google Assistant, mobile devices are becoming even more pervasive in our lives. As a consequence, users are getting engaged with the mobile…

Information Retrieval · Computer Science 2018-07-16 Mohammad Aliannejadi , Hamed Zamani , Fabio Crestani , W. Bruce Croft