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User interface (UI) design is a difficult yet important task for ensuring the usability, accessibility, and aesthetic qualities of applications. In our paper, we develop a machine-learned model, UIClip, for assessing the design quality and…

Human-Computer Interaction · Computer Science 2024-04-24 Jason Wu , Yi-Hao Peng , Amanda Li , Amanda Swearngin , Jeffrey P. Bigham , Jeffrey Nichols

The ubiquity of mobile phones makes mobile GUI understanding an important task. Most previous works in this domain require human-created metadata of screens (e.g. View Hierarchy) during inference, which unfortunately is often not available…

Computer Vision and Pattern Recognition · Computer Science 2022-04-15 Jingwen Fu , Xiaoyi Zhang , Yuwang Wang , Wenjun Zeng , Sam Yang , Grayson Hilliard

Understanding a scene by decoding the visual relationships depicted in an image has been a long studied problem. While the recent advances in deep learning and the usage of deep neural networks have achieved near human accuracy on many…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Aniket Agarwal , Ayush Mangal , Vipul

Despite enormous progress in object detection and classification, the problem of incorporating expected contextual relationships among object instances into modern recognition systems remains a key challenge. In this work we propose…

Computer Vision and Pattern Recognition · Computer Science 2017-01-11 Ehsan Jahangiri , Erdem Yoruk , Rene Vidal , Laurent Younes , Donald Geman

Deep networks have recently enjoyed enormous success when applied to recognition and classification problems in computer vision, but their use in graphics problems has been limited. In this work, we present a novel deep architecture that…

Computer Vision and Pattern Recognition · Computer Science 2015-06-24 John Flynn , Ivan Neulander , James Philbin , Noah Snavely

Sketches have been used to conceptualise and depict visual objects from pre-historic times. Sketch research has flourished in the past decade, particularly with the proliferation of touchscreen devices. Much of the utilisation of sketch has…

Computer Vision and Pattern Recognition · Computer Science 2022-10-28 Ayan Kumar Bhunia

Representing the semantics of GUI screens and components is crucial to data-driven computational methods for modeling user-GUI interactions and mining GUI designs. Existing GUI semantic representations are limited to encoding either the…

Human-Computer Interaction · Computer Science 2021-01-28 Toby Jia-Jun Li , Lindsay Popowski , Tom M. Mitchell , Brad A. Myers

This paper deals with errors in using spreadsheets and analysis of automatic recording of user interaction with spreadsheets. After a review of literature devoted to spreadsheet errors, we advocate the importance of going from error…

Human-Computer Interaction · Computer Science 2011-02-19 Francoise Tort , Francois-Marie Blondel , Eric Bruillard

Face segmentation is the task of densely labeling pixels on the face according to their semantics. While current methods place an emphasis on developing sophisticated architectures, use conditional random fields for smoothness, or rather…

Computer Vision and Pattern Recognition · Computer Science 2020-03-31 Iacopo Masi , Joe Mathai , Wael AbdAlmageed

We introduce models for saliency prediction for mobile user interfaces. A mobile interface may include elements like buttons, text, etc. in addition to natural images which enable performing a variety of tasks. Saliency in natural images is…

Computer Vision and Pattern Recognition · Computer Science 2017-11-29 Prakhar Gupta , Shubh Gupta , Ajaykrishnan Jayagopal , Sourav Pal , Ritwik Sinha

Human parsing aims to partition humans in image or video into multiple pixel-level semantic parts. In the last decade, it has gained significantly increased interest in the computer vision community and has been utilized in a broad range of…

Computer Vision and Pattern Recognition · Computer Science 2024-03-15 Lu Yang , Wenhe Jia , Shan Li , Qing Song

Websites are critical in today's digital world, with over 1.11 billion currently active and approximately 252,000 new sites launched daily. Converting website layout design into functional UI code is a time-consuming yet indispensable step…

Software Engineering · Computer Science 2025-04-28 Yuxuan Wan , Chaozheng Wang , Yi Dong , Wenxuan Wang , Shuqing Li , Yintong Huo , Michael R. Lyu

We propose Strongly Supervised pre-training with ScreenShots (S4) - a novel pre-training paradigm for Vision-Language Models using data from large-scale web screenshot rendering. Using web screenshots unlocks a treasure trove of visual and…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Yuan Gao , Kunyu Shi , Pengkai Zhu , Edouard Belval , Oren Nuriel , Srikar Appalaraju , Shabnam Ghadar , Vijay Mahadevan , Zhuowen Tu , Stefano Soatto

Nowadays, eye tracking is the most used technology to detect areas of interest. This kind of technology requires specialized equipment recording user's eyes. In this paper, we propose SneakPeek, a different approach to detect areas of…

Information Retrieval · Computer Science 2017-12-12 Daniyal Shahrokhian , Alejandro Vera de Juan

As mobile devices are becoming ubiquitous, regularly interacting with a variety of user interfaces (UIs) is a common aspect of daily life for many people. To improve the accessibility of these devices and to enable their usage in a variety…

Computation and Language · Computer Science 2021-01-27 Zecheng He , Srinivas Sunkara , Xiaoxue Zang , Ying Xu , Lijuan Liu , Nevan Wichers , Gabriel Schubiner , Ruby Lee , Jindong Chen , Blaise Agüera y Arcas

A user's eyes provide means for Human Computer Interaction (HCI) research as an important modal. The time to time scientific explorations of the eye has already seen an upsurge of the benefits in HCI applications from gaze estimation to the…

Computer Vision and Pattern Recognition · Computer Science 2021-06-10 Atul Sahay , Imon Mukherjee , Kavi Arya

Deep learning for image processing typically treats input imagery as pixels in some color space. This paper proposes instead to learn from program traces of procedural fragment shaders -- programs that generate images. At each pixel, we…

Machine Learning · Computer Science 2022-04-26 Yuting Yang , Connelly Barnes , Adam Finkelstein

Requirements engineering provides several practices to analyze how a user wants to interact with a future software. Mockups, prototypes, and scenarios are suitable to understand usability issues and user requirements early. Nevertheless,…

Software Engineering · Computer Science 2017-08-02 Oliver Karras , Carolin Unger-Windeler , Lennart Glauer , Kurt Schneider

Under the flourishing development in performance, current image-text retrieval methods suffer from $N$-related time complexity, which hinders their application in practice. Targeting at efficiency improvement, this paper presents a simple…

Computer Vision and Pattern Recognition · Computer Science 2023-03-15 Min Cao , Yang Bai , Jingyao Wang , Ziqiang Cao , Liqiang Nie , Min Zhang

Automating the conversion of user interface design into code (image-to-code or image-to-UI) is an active area of software engineering research. However, the state-of-the-art solutions do not achieve high fidelity to the original design, as…

Software Engineering · Computer Science 2025-09-09 Zoltan Toth-Czifra