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Automatically generating webpage code from webpage designs can significantly reduce the workload of front-end developers, and recent Multimodal Large Language Models (MLLMs) have shown promising potential in this area. However, our…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Yi Gui , Zhen Li , Yao Wan , Yemin Shi , Hongyu Zhang , Yi Su , Bohua Chen , Dongping Chen , Siyuan Wu , Xing Zhou , Wenbin Jiang , Hai Jin , Xiangliang Zhang

Garments are ubiquitous in both real and many of the virtual worlds. They are highly deformable objects, exhibit an immense variety of designs and shapes, and yet, most garments are created from a set of regularly shaped flat pieces.…

Computer Vision and Pattern Recognition · Computer Science 2022-02-01 Maria Korosteleva , Sung-Hee Lee

Computer-Aided Design (CAD) generative modeling is driving significant innovations across industrial applications. Recent works have shown remarkable progress in creating solid models from various inputs such as point clouds, meshes, and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Feiwei Qin , Shichao Lu , Junhao Hou , Changmiao Wang , Meie Fang , Ligang Liu

Image-to-code generation tests whether a vision-language model (VLM) can recover the structure of an image enough to express it as executable code. Existing benchmarks either focus on narrow visual domains, depend on paired executable…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Ajay Vikram Periasami , Junlin Wang , Bhuwan Dhingra

Programming often involves converting detailed and complex specifications into code, a process during which developers typically utilize visual aids to more effectively convey concepts. While recent developments in Large Multimodal Models…

Computation and Language · Computer Science 2024-09-27 Kaixin Li , Yuchen Tian , Qisheng Hu , Ziyang Luo , Zhiyong Huang , Jing Ma

We present LL3M, a multi-agent system that leverages pretrained large language models (LLMs) to generate 3D assets by writing interpretable Python code in Blender. We break away from the typical generative approach that learns from a…

Graphics · Computer Science 2025-08-12 Sining Lu , Guan Chen , Nam Anh Dinh , Itai Lang , Ari Holtzman , Rana Hanocka

Recent research interest in the learning-based processing of garments, from virtual fitting to generation and reconstruction, stumbles on a scarcity of high-quality public data in the domain. We contribute to resolving this need by…

Computer Vision and Pattern Recognition · Computer Science 2024-09-06 Maria Korosteleva , Timur Levent Kesdogan , Fabian Kemper , Stephan Wenninger , Jasmin Koller , Yuhan Zhang , Mario Botsch , Olga Sorkine-Hornung

The Design2Code problem, which involves converting digital designs into functional source code, is a significant challenge in software development due to its complexity and time-consuming nature. Traditional approaches often struggle with…

Machine Learning · Computer Science 2025-04-29 Tung D. Vu , Chung Hoang , Truong-Son Hy

Practical garment design spans two modes: intuitive creation from high-level intent, such as a reference image or text description, and complex low-level editing across 2D sewing patterns and 3D draped geometry, which requires professional…

Graphics · Computer Science 2026-05-28 Kiyohiro Nakayama , I-Chao Shen , Ruofan Liu , Yiming Wang , Gordon Wetzstein , Takeo Igarashi

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

We introduce ChatGarment, a novel approach that leverages large vision-language models (VLMs) to automate the estimation, generation, and editing of 3D garments from images or text descriptions. Unlike previous methods that struggle in…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Siyuan Bian , Chenghao Xu , Yuliang Xiu , Artur Grigorev , Zhen Liu , Cewu Lu , Michael J. Black , Yao Feng

Design patterns provide reusable solutions to recurring software design problems. Automatically detecting these patterns in source code can help bootstrap new developers' understanding of unfamiliar software system architectures, and can…

Software Engineering · Computer Science 2026-04-21 Oishik Chowdhury , Bastin Tony Roy Savarimuthu , Sherlock A. Licorish

The widespread deployment and redistribution of large language models (LLMs) have made model provenance tracking a critical challenge. While existing LLM fingerprinting methods, particularly active approaches that embed identity signals via…

Cryptography and Security · Computer Science 2026-05-20 Sixu Chen , Xiang Chen , Hongyao Yu , Jiaxin Hong , Hao Fang , Shuoyang Sun , Bin Chen , Shu-Tao Xia

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

Large Language Models (LLMs) recently demonstrated capabilities for generating source code in common programming languages. Additionally, commercial products such as ChatGPT 4 started to provide code interpreters, allowing for the automatic…

Software Engineering · Computer Science 2023-11-15 Felix Härer

The rise of large language models (LLMs) like ChatGPT has significantly improved automated code generation, enhancing software development efficiency. However, this introduces challenges in academia, particularly in distinguishing between…

Software Engineering · Computer Science 2025-01-08 Zhenyu Xu , Victor S. Sheng

Sewing patterns define the structural foundation of garments and are essential for applications such as fashion design, fabrication, and physical simulation. Despite progress in automated pattern generation, accurately modeling sewing…

Computer Vision and Pattern Recognition · Computer Science 2026-04-16 Cong Cao , Ren Li , Corentin Dumery , Hao Li

The use of large language models (LLMs) in qualitative analysis offers enhanced efficiency but raises questions about their alignment with the contextual nature of research for design (RfD). This research examines the trustworthiness of…

Human-Computer Interaction · Computer Science 2025-04-24 Joel Oksanen , Andrés Lucero , Perttu Hämäläinen

Apparel is essential to human life, offering protection, mirroring cultural identities, and showcasing personal style. Yet, the creation of garments remains a time-consuming process, largely due to the manual work involved in designing…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Kiyohiro Nakayama , Jan Ackermann , Timur Levent Kesdogan , Yang Zheng , Maria Korosteleva , Olga Sorkine-Hornung , Leonidas J. Guibas , Guandao Yang , Gordon Wetzstein

Automating the transformation of user interface (UI) designs into front-end code holds significant promise for accelerating software development and democratizing design workflows. While multimodal large language models (MLLMs) can…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Yilei Jiang , Yaozhi Zheng , Yuxuan Wan , Jiaming Han , Qunzhong Wang , Michael R. Lyu , Xiangyu Yue