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相关论文: GUILGET: GUI Layout GEneration with Transformer

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Recently, there has been a surge of vision-based GUI agents designed to automate everyday mobile and web tasks. These agents interpret raw GUI screenshots and autonomously decide where to click, scroll, or type, which bypasses handcrafted…

机器学习 · 计算机科学 2025-07-09 Yucheng Shi , Wenhao Yu , Zaitang Li , Yonglin Wang , Hongming Zhang , Ninghao Liu , Haitao Mi , Dong Yu

GUI grounding, the task of mapping natural-language instructions to pixel coordinates, is crucial for autonomous agents, yet remains difficult for current VLMs. The core bottleneck is reliable patch-to-pixel mapping, which breaks when…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Suyuchen Wang , Tianyu Zhang , Ahmed Masry , Christopher Pal , Spandana Gella , Bang Liu , Perouz Taslakian

The emergence of GUI is a great progress in the history of computer science and software design. GUI makes human computer interaction more simple and interesting. Python, as a popular programming language in recent years, has not been…

人机交互 · 计算机科学 2018-09-04 Jinwei Lin , Aimin Zhou

Utilizing Graphic User Interface (GUI) for human-computer interaction is essential for accessing a wide range of digital tools. Recent advancements in Vision Language Models (VLMs) highlight the compelling potential to develop versatile…

The crux of text-to-image synthesis stems from the difficulty of preserving the cross-modality semantic consistency between the input text and the synthesized image. Typical methods, which seek to model the text-to-image mapping directly,…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Jiadong Liang , Wenjie Pei , Feng Lu

The emergence of Multimodal Large Language Models (MLLMs) has driven significant advances in Graphical User Interface (GUI) agent capabilities. Nevertheless, existing GUI agent training and inference techniques still suffer from a dilemma…

人工智能 · 计算机科学 2026-04-09 Shuquan Lian , Yuhang Wu , Jia Ma , Yifan Ding , Zihan Song , Bingqi Chen , Xiawu Zheng , Hui Li , Rongrong Ji

GUI prototyping is a fundamental component in the development of modern interactive systems, which are now ubiquitous across diverse application domains. GUI prototypes play a critical role in requirements elicitation by enabling…

软件工程 · 计算机科学 2025-08-06 Kristian Kolthoff , Felix Kretzer , Christian Bartelt , Alexander Maedche , Simone Paolo Ponzetto

Flow-guided Localization (FGL) enables the identification of spatial regions within the human body that contain an event of diagnostic interest. FGL does that by leveraging the passive movement of energy-constrained nanodevices circulating…

Nowadays, modeling exercises on software development objects are conducted in higher education institutions for information technology. Not only are there many defects such as missing elements in the models created by learners during the…

软件工程 · 计算机科学 2025-08-07 Yuta Saito , Takehiro Kokubu , Takafumi Tanaka , Atsuo Hazeyama , Hiroaki Hashiura

We introduce a new method of generating Computer Aided Design (CAD) profiles via a sequence of simple geometric constructions including curve offsetting, rotations and intersections. These sequences start with geometry provided by a…

机器学习 · 计算机科学 2026-01-15 Siyi Li , Joseph G. Lambourne , Longfei Zhang , Pradeep Kumar Jayaraman , Karl. D. D. Willis

AI is growing increasingly capable of automatically generating user interfaces (GenUI) from user prompts. However, designing GenUI applications that enable users to discover diverse customizations while preserving GenUI's expressiveness…

人机交互 · 计算机科学 2026-01-27 Bryan Min , Peiling Jiang , Zhicheng Huang , Haijun Xia

From a visual perception perspective, modern graphical user interfaces (GUIs) comprise a complex graphics-rich two-dimensional visuospatial arrangement of text, images, and interactive objects such as buttons and menus. While existing…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Yue Jiang , Zixin Guo , Hamed Rezazadegan Tavakoli , Luis A. Leiva , Antti Oulasvirta

Automatic generation of graphical layouts is crucial for many real-world applications, including designing posters, flyers, advertisements, and graphical user interfaces. Given the incredible ability of Large language models (LLMs) in both…

计算与语言 · 计算机科学 2024-10-18 Jian Chen , Ruiyi Zhang , Yufan Zhou , Jennifer Healey , Jiuxiang Gu , Zhiqiang Xu , Changyou Chen

Scene Graph Generation (SGG) serves a comprehensive representation of the images for human understanding as well as visual understanding tasks. Due to the long tail bias problem of the object and predicate labels in the available annotated…

计算机视觉与模式识别 · 计算机科学 2022-11-10 Anh Duc Bui , Soyeon Caren Han , Josiah Poon

Content-aware graphic layout generation aims to automatically arrange visual elements along with a given content, such as an e-commerce product image. In this paper, we argue that the current layout generation approaches suffer from the…

计算机视觉与模式识别 · 计算机科学 2024-04-17 Daichi Horita , Naoto Inoue , Kotaro Kikuchi , Kota Yamaguchi , Kiyoharu Aizawa

Graphical User Interface (GUI) agents are designed to automate complex tasks on digital devices, such as smartphones and desktops. Most existing GUI agents interact with the environment through extracted structured data, which can be…

人机交互 · 计算机科学 2024-02-26 Kanzhi Cheng , Qiushi Sun , Yougang Chu , Fangzhi Xu , Yantao Li , Jianbing Zhang , Zhiyong Wu

Recently, Multimodal Large Language Models (MLLMs) have been used as agents to control keyboard and mouse inputs by directly perceiving the Graphical User Interface (GUI) and generating corresponding commands. However, current agents…

Graphic design is crucial for conveying ideas and messages. Designers usually organize their work into objects, backgrounds, and vectorized text layers to simplify editing. However, this workflow demands considerable expertise. With the…

计算机视觉与模式识别 · 计算机科学 2025-07-09 Jingye Chen , Zhaowen Wang , Nanxuan Zhao , Li Zhang , Difan Liu , Jimei Yang , Qifeng Chen

Requirements Elicitation (RE) is a crucial activity especially in the early stages of software development. GUI prototyping has widely been adopted as one of the most effective RE techniques for user-facing software systems. However, GUI…

软件工程 · 计算机科学 2024-09-26 Kristian Kolthoff , Christian Bartelt , Simone Paolo Ponzetto , Kurt Schneider

Recent diffusion-based generators can produce high-quality images from textual prompts. However, they often disregard textual instructions that specify the spatial layout of the composition. We propose a simple approach that achieves robust…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Minghao Chen , Iro Laina , Andrea Vedaldi