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Scientific illustrations demand both high information density and post-editability. However, current generative models have two major limitations: Frist, image generation models output rasterized images lacking semantic structure, making it…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Jianwen Sun , Fanrui Zhang , Yukang Feng , Chuanhao Li , Zizhen Li , Jiaxin Ai , Yifan Chang , Yu Dai , Kaipeng Zhang

Collecting and annotating datasets for pixel-level semantic segmentation tasks are highly labor-intensive. Data augmentation provides a viable solution by enhancing model generalization without additional real-world data collection.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-20 Huy Che , Dinh-Duy Phan , Duc-Khai Lam

User interface to code (UI2Code) aims to generate executable code that can faithfully reconstruct a given input UI. Prior work focuses largely on web pages and mobile screens, leaving app widgets underexplored. Unlike web or mobile UIs with…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Houston H. Zhang , Tao Zhang , Baoze Lin , Yuanqi Xue , Yincheng Zhu , Huan Liu , Li Gu , Linfeng Ye , Ziqiang Wang , Xinxin Zuo , Yang Wang , Yuanhao Yu , Zhixiang Chi

Chart-to-code generation converts a chart image into an executable plotting script, enabling faithful reproduction and editable visualizations. Existing methods are largely Python-centric, limiting practical use and overlooking a critical…

Computation and Language · Computer Science 2026-04-28 Zhihan Zhang , Lizi Liao

In the digital landscape, the ubiquity of data visualizations in media underscores the necessity for accessibility to ensure inclusivity for all users, including those with visual impairments. Current visual content often fails to cater to…

Human-Computer Interaction · Computer Science 2024-09-27 Qiang Xu , Thomas Hurtut

Indoor scene synthesis underpins embodied AI, robotic manipulation, and simulation-based policy evaluation, where a useful scene must specify not only what the environment looks like, but also how its objects are structured. Existing…

Artificial Intelligence · Computer Science 2026-05-20 Puyi Wang , Yuhao Wang , Linjie Li , Zhengyuan Yang , Kevin Qinghong Lin , Yangguang Li , Yu Cheng

UI-to-code aims to translate UI screenshots into executable front-end code. Despite progress with vision-language models (VLMs), most existing methods formulate UI-to-code as a single-pass generation, which mismatches real-world UI…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Zhen Yang , Wenyi Hong , Mingde Xu , Xinyue Fan , Weihan Wang , Jiale Cheng , Xiaotao Gu , Jie Tang

Recent works have shown great potentials of Large Language Models (LLMs) in robot task and motion planning (TAMP). Current LLM approaches generate text- or code-based reasoning chains with sub-goals and action plans. However, they do not…

Robotics · Computer Science 2025-08-11 Yongchao Chen , Yilun Hao , Yang Zhang , Chuchu Fan

Visualization design is often described as the process of solving a well-defined problem by navigating a design space. While existing visualization design models have provided valuable structure and guidance, they tend to foreground…

Human-Computer Interaction · Computer Science 2025-08-12 Paul C. Parsons , Prakash Chandra Shukla

Code editing constitutes a fundamental practice in software development, wherein developers modify existing codebases according to natural language requirements. Accurate code editing necessitates a comprehensive understanding of both the…

Software Engineering · Computer Science 2026-04-22 Chaozheng Wang , Zezhou Yang , Shuzheng Gao , Cuiyun Gao , Zongjie Li , Yichen Li , Ting Peng , Hailiang Huang , Yuetang Deng , Michael R. Lyu

Controllable layout generation aims to create plausible visual arrangements of element bounding boxes within a graphic design according to certain optional constraints, such as the type or position of a specific component. While recent…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Yuxuan Wu , Le Wang , Sanping Zhou , Mengnan Liu , Gang Hua , Haoxiang Li

Recent breakthroughs in text-to-image diffusion models have significantly advanced the generation of high-fidelity, photo-realistic images from textual descriptions. Yet, these models often struggle with interpreting spatial arrangements…

Computer Vision and Pattern Recognition · Computer Science 2024-07-19 Jiaqi Liu , Tao Huang , Chang Xu

Realistic visual renderings of street-design scenarios are essential for public engagement in active transportation planning. Traditional approaches are labor-intensive, hindering collective deliberation and collaborative decision-making.…

Artificial Intelligence · Computer Science 2026-03-18 Chenguang Wang , Xiang Yan , Yilong Dai , Ziyi Wang , Susu Xu

State-of-the-art approaches toward image restoration can be classified into model-based and learning-based. The former - best represented by sparse coding techniques - strive to exploit intrinsic prior knowledge about the unknown…

Image and Video Processing · Electrical Eng. & Systems 2018-11-29 Fangfang Wu , Weisheng Dong , Guangming Shi , Xin Li

Complex data analysis inherently seeks unexpected insights through exploratory visual analysis methods, transcending logical, step-by-step processing. However, existing interfaces such as notebooks and dashboards have limitations in…

Human-Computer Interaction · Computer Science 2024-03-22 Zijian Ding , Joel Chan

A well-known pitfall of molecular generative models is that they are not guaranteed to generate synthesizable molecules. Existing solutions for this problem often struggle to effectively navigate exponentially large combinatorial space of…

Machine Learning · Computer Science 2026-01-13 Seul Lee , Karsten Kreis , Srimukh Prasad Veccham , Meng Liu , Danny Reidenbach , Saee Paliwal , Weili Nie , Arash Vahdat

The work presented in this thesis seeks to improve programmer productivity in the following ways: - by reducing the amount of code that has to be written to construct an application; - by increasing the reliability of the code written; and…

Programming Languages · Computer Science 2010-06-18 Graham Kirby

In programming, better tools often yield better results. For that, modern programming environments offer mechanisms to allow for their extensibility. The closer those tools are to the code, the easier it is for programmers to map the…

Programming Languages · Computer Science 2026-03-09 Tom Beckmann , Christoph Thiede , Jens Lincke , Robert Hirschfeld

Code transformation is a foundational capability in the software development process, where its effectiveness relies on constructing a high-quality code representation to characterize the input code semantics and guide the transformation.…

Machine Learning · Computer Science 2026-03-17 Weichen Li , Jiamin Song , Bogdan Alexandru Stoica , Arav Dhoot , Gabriel Ryan , Shengyu Fu , Kexin Pei

Designing high-quality presentation slides can be challenging for non-experts due to the complexity involved in navigating various design choices. Numerous automated tools can suggest layouts and color schemes, yet often lack the ability to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Jooyeol Yun , Heng Wang , Yotaro Shimose , Jaegul Choo , Shingo Takamatsu