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Graphical User Interface (GUI) is ubiquitous in almost all modern desktop software, mobile applications, and online websites. A good GUI design is crucial to the success of the software in the market, but designing a good GUI which requires…

Human-Computer Interaction · Computer Science 2021-02-02 Tianming Zhao , Chunyang Chen , Yuanning Liu , Xiaodong Zhu

Wireframing is a critical step in the UI design process. Mid-fidelity wireframes offer more impactful and engaging visuals compared to low-fidelity versions. However, their creation can be time-consuming and labor-intensive, requiring the…

Human-Computer Interaction · Computer Science 2023-12-14 Sidong Feng , Mingyue Yuan , Jieshan Chen , Zhenchang Xing , Chunyang Chen

To develop, analyze, and evolve today's highly configurable software systems, developers need deep knowledge of a system's configuration options, e.g., how options need to be set to reach certain locations, what configurations to use for…

Software Engineering · Computer Science 2019-04-01 ThanhVu Nguyen , Ugur Koc , Javran Cheng , Jeffrey S. Foster , Adam A. Porter

Scalable Vector Graphics (SVG) is widely used in front-end development and UI/UX design due to its scalability, editability, and rendering efficiency. However, turning creative ideas into precise vector graphics remains a time-consuming…

Machine Learning · Computer Science 2025-08-14 Feiyu Wang , Zhiyuan Zhao , Yuandong Liu , Da Zhang , Junyu Gao , Hao Sun , Xuelong Li

Environment designers in the entertainment industry create imaginative 2D and 3D scenes for games, films, and television, requiring both fine-grained control of specific details and consistent global coherence. Designers have increasingly…

Human-Computer Interaction · Computer Science 2025-09-03 Wen-Fan Wang , Ting-Ying Lee , Chien-Ting Lu , Che-Wei Hsu , Nil Ponsa Campanyà , Yu Chen , Mike Y. Chen , Bing-Yu Chen

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

Well-designed prompts have demonstrated the potential to guide text-to-image models in generating amazing images. Although existing prompt engineering methods can provide high-level guidance, it is challenging for novice users to achieve…

Multimedia · Computer Science 2026-03-27 Nailei Hei , Qianyu Guo , Zihao Wang , Yan Wang , Haofen Wang , Wenqiang Zhang

Advancements in generative artificial intelligence (AI) have introduced various AI models capable of producing impressive visual design outputs. However, when it comes to AI models in the design process, prioritizing outputs that align with…

Human-Computer Interaction · Computer Science 2023-12-06 Seung Won Lee , Jiin Choi , Kyung Hoon Hyun

Large Language Models (LLMs) have shown remarkable progress in automated code generation. Yet, LLM-generated code may contain errors in API usage, class, data structure, or missing project-specific information. As much of this…

Computation and Language · Computer Science 2024-06-12 Zhangqian Bi , Yao Wan , Zheng Wang , Hongyu Zhang , Batu Guan , Fangxin Lu , Zili Zhang , Yulei Sui , Hai Jin , Xuanhua Shi

Computer-Use Agents (CUA) are becoming increasingly capable of autonomously operating digital environments through Graphical User Interfaces (GUI). Yet, most GUI remain designed primarily for humans--prioritizing aesthetics and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Kevin Qinghong Lin , Siyuan Hu , Linjie Li , Zhengyuan Yang , Lijuan Wang , Philip Torr , Mike Zheng Shou

Existing multi-object image generation methods face difficulties in achieving precise alignment between localized image generation regions and their corresponding semantics based on language descriptions, frequently resulting in…

Computer Vision and Pattern Recognition · Computer Science 2026-01-12 Yanfeng Li , Yue Sun , Keren Fu , Sio-Kei Im , Xiaoming Liu , Guangtao Zhai , Xiaohong Liu , Tao Tan

Multimodal Large Language Models (MLLMs) have demonstrated strong performance on the UI-to-code task, which aims to generate UI code from design mock-ups. However, when applied to long and complex websites, they often struggle with…

Software Engineering · Computer Science 2026-02-24 Jingyu Xiao , Jiantong Qin , Shuoqi Li , Man Ho Lam , Yuxuan Wan , Jen-tse Huang , Yintong Huo , Michael R. Lyu

Prototyping AI applications is notoriously difficult. While large language model (LLM) prompting has dramatically lowered the barriers to AI prototyping, designers are still prototyping AI functionality and UI separately. We investigate how…

Human-Computer Interaction · Computer Science 2023-10-25 Savvas Petridis , Michael Terry , Carrie J. Cai

Approximately 50% of development resources are devoted to UI development tasks [9]. Occupying a large proportion of development resources, developing icons can be a time-consuming task, because developers need to consider not only effective…

Human-Computer Interaction · Computer Science 2022-04-20 Sidong Feng , Minmin Jiang , Tingting Zhou , Yankun Zhen , Chunyang Chen

Simulation plays a key role in scaling robot learning and validating policies, but constructing simulations remains a labor-intensive process. This paper introduces ReGen, a generative simulation framework that automates simulation design…

The autonomous synthesis of deep research reports represents a critical frontier for Large Language Models (LLMs), demanding sophisticated information orchestration and non-linear narrative logic. Current approaches rely on rigid predefined…

Multiagent Systems · Computer Science 2026-04-22 Kuo Tian , Pengfei Sun , Zhen Wu , Junran Ding , Xinyu Dai

When translating UI design prototypes to code in industry, automatically generating code from design prototypes can expedite the development of applications and GUI iterations. However, in design prototypes without strict design…

Software Engineering · Computer Science 2023-09-19 Liuqing Chen , Yunnong Chen , Shuhong Xiao , Yaxuan Song , Lingyun Sun , Yankun Zhen , Tingting Zhou , Yanfang Chang

Existing multimodal generative models fall short as qualified design copilots, as they often struggle to generate imaginative outputs once instructions are less detailed or lack the ability to maintain consistency with the provided…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Zhipeng Huang , Shaobin Zhuang , Canmiao Fu , Binxin Yang , Ying Zhang , Chong Sun , Zhizheng Zhang , Yali Wang , Chen Li , Zheng-Jun Zha

Automatic generation of high-quality commit messages for code commits can substantially facilitate software developers' works and coordination. However, the semantic gap between source code and natural language poses a major challenge for…

Computation and Language · Computer Science 2021-06-22 Lun Yiu Nie , Cuiyun Gao , Zhicong Zhong , Wai Lam , Yang Liu , Zenglin Xu

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
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