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In human-in-the-loop machine learning, the user provides information beyond that in the training data. Many algorithms and user interfaces have been designed to optimize and facilitate this human--machine interaction; however, fewer studies…

Human-Computer Interaction · Computer Science 2018-03-12 Pedram Daee , Tomi Peltola , Aki Vehtari , Samuel Kaski

Graphical User Interface (GUI) provides a visual bridge between a software application and end users, through which they can interact with each other. With the upgrading of mobile devices and the development of aesthetics, the visual…

Software Engineering · Computer Science 2022-05-30 Zhe Liu , Chunyang Chen , Junjie Wang , Yuekai Huang , Jun Hu , Qing Wang

Many intelligent user interfaces employ application and user models to determine the user's preferences, goals and likely future actions. Such models require application analysis, adaptation and expansion. Building and maintaining such…

Artificial Intelligence · Computer Science 2013-01-18 Peter J. Gorniak , David L. Poole

Analyzing user behavior from usability evaluation can be a challenging and time-consuming task, especially as the number of participants and the scale and complexity of the evaluation grows. We propose uxSense, a visual analytics system…

Human-Computer Interaction · Computer Science 2025-11-18 Andrea Batch , Yipeng Ji , Mingming Fan , Jian Zhao , Niklas Elmqvist

Designers hold primary responsibility for shaping the user interface (UI) and user experience (UX) of a product. This role goes beyond aesthetics and usability, extending to the privacy outcomes of user experience, which often emerge…

Human-Computer Interaction · Computer Science 2026-04-29 Keyu Yao , Jinghui Cheng , Jin L. C. Guo

Transforming a graphical user interface screenshot created by a designer into computer code is a typical task conducted by a developer in order to build customized software, websites, and mobile applications. In this paper, we show that…

Machine Learning · Computer Science 2017-09-20 Tony Beltramelli

UI/UX designers often work under constraints like brand identity, design norms, and industry guidelines. How these constraints impact designers' ideation and exploration processes should be addressed in creativity-support tools for design.…

Human-Computer Interaction · Computer Science 2025-02-03 Atefeh Shokrizadeh , Boniface Bahati Tadjuidje , Shivam Kumar , Sohan Kamble , Jinghui Cheng

Many image retrieval studies use metric learning to train an image encoder. However, metric learning cannot handle differences in users' preferences, and requires data to train an image encoder. To overcome these limitations, we revisit…

Computer Vision and Pattern Recognition · Computer Science 2024-09-25 Ryoya Nara , Yu-Chieh Lin , Yuji Nozawa , Youyang Ng , Goh Itoh , Osamu Torii , Yusuke Matsui

AI text-to-app tools promise high quality applications and websites in minutes, yet no public benchmark rigorously verifies those claims. We introduce UI-Bench, the first large-scale benchmark that evaluates visual excellence across…

Computation and Language · Computer Science 2025-09-05 Sam Jung , Agustin Garcinuno , Spencer Mateega

Front-end personalization has traditionally relied on static designs or rule-based adaptations, which fail to fully capture user behavior patterns. This paper presents an AI driven approach for dynamic front-end personalization, where UI…

Human-Computer Interaction · Computer Science 2026-02-04 Mona Rajhans

Language User Interfaces (LUIs) could improve human-machine interaction for a wide variety of tasks, such as playing music, getting insights from databases, or instructing domestic robots. In contrast to traditional hand-crafted approaches,…

Computation and Language · Computer Science 2020-07-30 Harm de Vries , Dzmitry Bahdanau , Christopher Manning

Interface design can directly influence trustworthiness of a software. Thereby, it affects users' intention to use a tool. Previous research on user trust has not comprehensively addressed user interface design, though. We lack an…

Human-Computer Interaction · Computer Science 2022-03-01 Valentin Zieglmeier , Antonia Maria Lehene

In an ideal design pipeline, user interface (UI) design is intertwined with user research to validate decisions, yet studies are often resource-constrained during early exploration. Recent advances in multimodal large language models…

In recent past every discipline and every industry have their own methods of developing products. It may be software development, mechanics, construction, psychology and so on. These demarcations work fine as long as the requirements are…

Software Engineering · Computer Science 2012-01-11 Ch Ram Mohan Reddy , D. Evangelin Geetha , K. G. Srinivasa , T. V. Suresh Kumar , K. Rajani Kanth

Online crowdsourcing platforms have made it increasingly easy to perform evaluations of algorithm outputs with survey questions like "which image is better, A or B?", leading to their proliferation in vision and graphics research papers.…

Graphics · Computer Science 2023-05-12 Zoya Bylinskii , Laura Herman , Aaron Hertzmann , Stefanie Hutka , Yile Zhang

The frequency with which people interact with technology means that users may develop interface habits, i.e. fast, automatic responses to stable interface cues. Design guidelines often assume that interface habits are beneficial. However,…

Human-Computer Interaction · Computer Science 2020-05-15 Diego Garaialde , Christopher P. Bowers , Charlie Pinder , Priyal Shah , Shashwat Parashar , Leigh Clark , Benjamin R. Cowan

AI is powerful, but it can make choices that result in objective errors, contextually inappropriate outputs, and disliked options. We need AI-resilient interfaces that help people be resilient to the AI choices that are not right, or not…

Human-Computer Interaction · Computer Science 2024-05-15 Elena L. Glassman , Ziwei Gu , Jonathan K. Kummerfeld

In this study, we investigate the task of data pre-selection, which aims to select instances for labeling from an unlabeled dataset through a single pass, thereby optimizing performance for undefined downstream tasks with a limited…

Computer Vision and Pattern Recognition · Computer Science 2023-07-24 Xin Li , Sima Behpour , Thang Doan , Wenbin He , Liang Gou , Liu Ren

Mobile apps bring us many conveniences, such as online shopping and communication, but some use malicious designs called dark patterns to trick users into doing things that are not in their best interest. Many works have been done to…

Human-Computer Interaction · Computer Science 2024-12-02 Jieshan Chen , Jiamou Sun , Sidong Feng , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Chunyang Chen

Detecting Graphical User Interface (GUI) elements in GUI images is a domain-specific object detection task. It supports many software engineering tasks, such as GUI animation and testing, GUI search and code generation. Existing studies for…

Computer Vision and Pattern Recognition · Computer Science 2020-09-08 Jieshan Chen , Mulong Xie , Zhenchang Xing , Chunyang Chen , Xiwei Xu , Liming Zhu , Guoqiang Li
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