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Alt-text is essential for mobile app accessibility, yet UI icons often lack meaningful descriptions, limiting accessibility for screen reader users. Existing approaches either require extensive labeled datasets, struggle with partial UI…

Software Engineering · Computer Science 2025-04-18 Sabrina Haque , Christoph Csallner

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

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

Recent work demonstrated how we can design and use coding strips, a form of comic strips with corresponding code, to enhance teaching and learning in programming. However, creating coding strips is a creative, time-consuming process.…

Human-Computer Interaction · Computer Science 2022-08-30 Sangho Suh , Jian Zhao , Edith Law

Visual communication often needs stylistically consistent icons that span concrete and abstract meanings, for use in diverse contexts. We present Iconix, a human-AI co-creative system that organizes icon generation along two axes: semantic…

Human-Computer Interaction · Computer Science 2026-02-03 Zhida Sun , Xiaodong Wang , Zhenyao Zhang , Min Lu , Dani Lischinski , Daniel Cohen-Or , Hui Huang

Multimodal Large Language Models have demonstrated exceptional performance in UI2Code tasks, significantly enhancing website development efficiency. However, these tasks incur substantially higher computational overhead than traditional…

Software Engineering · Computer Science 2025-09-16 Jingyu Xiao , Zhongyi Zhang , Yuxuan Wan , Yintong Huo , Yang Liu , Michael R. Lyu

Multimodal large language models (MLLMs) have streamlined front-end interface development by automating code generation. However, these models also introduce challenges in ensuring code quality. Existing approaches struggle to maintain both…

Software Engineering · Computer Science 2025-06-17 Yunnong Chen , Shixian Ding , YingYing Zhang , Wenkai Chen , Jinzhou Du , Lingyun Sun , Liuqing Chen

UI-to-code technology has streamlined the front-end development process, reducing repetitive tasks for engineers. prior research mainly use design prototypes as inputs, with the effectiveness of the generated code heavily dependent on these…

Software Engineering · Computer Science 2024-05-09 Shuhong Xiao , Yunnong Chen , Jiazhi Li , Liuqing Chen , Lingyun Sun , Tingting Zhou

During software front-end development, the work to convert Graphical User Interface(GUI) image to the corresponding front-end code is an inevitable tedious work. There have been some attempts to make this work to be automatic. However, the…

Machine Learning · Computer Science 2020-07-08 Xiaoling Huang , Feng Liao

In software development through integrated development environments (IDEs), code completion is one of the most widely used features. Nevertheless, majority of integrated development environments only support completion of methods and APIs,…

Computation and Language · Computer Science 2020-11-02 Alexey Svyatkovskiy , Shao Kun Deng , Shengyu Fu , Neel Sundaresan

Ensuring accessibility in mobile applications remains a significant challenge, particularly for visually impaired users who rely on screen readers. User interface icons are essential for navigation and interaction and often lack meaningful…

Human-Computer Interaction · Computer Science 2024-10-10 Sabrina Haque , Christoph Csallner

Generative adversarial networks (GANs) have been trained to be professional artists able to create stunning artworks such as face generation and image style transfer. In this paper, we focus on a realistic business scenario: automated…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Yinpeng Chen , Zhiyu Pan , Min Shi , Hao Lu , Zhiguo Cao , Weicai Zhong

Recent progress on deep learning has made it possible to automatically transform the screenshot of Graphic User Interface (GUI) into code by using the encoder-decoder framework. While the commonly adopted image encoder (e.g., CNN network),…

Machine Learning · Computer Science 2018-10-30 Zhihao Zhu , Zhan Xue , Zejian Yuan

Widely used in news, business, and educational media, infographics are handcrafted to effectively communicate messages about complex and often abstract topics including `ways to conserve the environment' and `understanding the financial…

Computer Vision and Pattern Recognition · Computer Science 2024-01-01 Spandan Madan , Zoya Bylinskii , Matthew Tancik , Adrià Recasens , Kimberli Zhong , Sami Alsheikh , Hanspeter Pfister , Aude Oliva , Fredo Durand

Design-to-code generation has emerged as a promising approach to bridge the gap between design prototypes and deployable frontend code. However, existing methods often suffer from structural inconsistencies, asset misalignment, and limited…

Software Engineering · Computer Science 2025-11-07 Yongxi Chen , Lei Chen

Automating the synthesis of User Interfaces (UIs) plays a crucial role in enhancing productivity and accelerating the development lifecycle, reducing both development time and manual effort. Recently, the rapid development of Multimodal…

Software Engineering · Computer Science 2025-05-26 Yi Gui , Zhen Li , Zhongyi Zhang , Yao Wan , Dongping Chen , Hongyu Zhang , Yi Su , Bohua Chen , Xing Zhou , Wenbin Jiang , Xiangliang Zhang

The design process of user interfaces (UIs) often begins with articulating high-level design goals. Translating these high-level design goals into concrete design mock-ups, however, requires extensive effort and UI design expertise. To…

Human-Computer Interaction · Computer Science 2021-10-18 Forrest Huang , Gang Li , Xin Zhou , John F. Canny , Yang Li

Converting user interfaces into code (UI2Code) is a crucial step in website development, which is time-consuming and labor-intensive. The automation of UI2Code is essential to streamline this task, beneficial for improving the development…

Software Engineering · Computer Science 2025-06-13 Fan Wu , Cuiyun Gao , Shuqing Li , Xin-Cheng Wen , Qing Liao

Front-end development constitutes a substantial portion of software engineering, yet converting design mockups into production-ready User Interface (UI) code remains tedious and costly. While recent work has explored automating this process…

Software Engineering · Computer Science 2026-04-16 Yi Gui , Jiawan Zhang , Yina Wang , Tianran Ma , Yao Wan , Shilin He , Dongping Chen , Zhou Zhao , Wenbin Jiang , Xuanhua Shi , Hai Jin , Philip S Yu

Interface icons are prevalent in various digital applications. Due to limited time and budgets, many designers rely on informal evaluation, which often results in poor usability icons. In this paper, we propose a unique human-in-the-loop…

Graphics · Computer Science 2023-05-30 I-Chao Shen , Fu-Yin Cherng , Takeo Igarashi , Wen-Chieh Lin , Bing-Yu Chen
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