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Manual identification of visual bugs in video games is a resource-intensive and costly process, often demanding specialized domain knowledge. While supervised visual bug detection models offer a promising solution, their reliance on…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Faliu Yi , Sherif Abdelfattah , Wei Huang , Adrian Brown

Context: Accessibility issues (e.g., small size and narrow interval) in mobile applications (apps) lead to obstacles for billions of low vision users in interacting with Graphical User Interfaces (GUIs). Although GUI accessibility scanning…

软件工程 · 计算机科学 2025-02-21 Mengxi Zhang , Huaxiao Liu , Shenning Song , Chunyang Chen , Pei Huang , Jian Zhao

Deep learning (DL) libraries are widely used in critical applications, where even subtle silent bugs can lead to serious consequences. While existing DL fuzzing techniques have made progress in detecting crashes, they inherently struggle to…

软件工程 · 计算机科学 2026-03-02 Kunpeng Zhang , Dongwei Xiao , Daoyuan Wu , Shuai Wang , Jiali Zhao , Yuanyi Lin , Tongtong Xu , Shaohua Wang

Recently, mobile AI agents based on VLMs have been gaining increasing attention. These works typically utilize VLM as a foundation, fine-tuning it with instruction-based mobile datasets. However, these VLMs are typically pre-trained on…

计算与语言 · 计算机科学 2024-10-04 Qinzhuo Wu , Weikai Xu , Wei Liu , Tao Tan , Jianfeng Liu , Ang Li , Jian Luan , Bin Wang , Shuo Shang

As multi-agent systems powered by Large Language Models (LLMs) are increasingly adopted in real-world workflows, users with diverse technical backgrounds are now building and refining their own agentic processes. However, these systems can…

人机交互 · 计算机科学 2026-03-05 Xinru Wang , Ming Yin , Eunyee Koh , Mustafa Doga Dogan

GUI testing checks if a software system behaves as expected when users interact with its graphical interface, e.g., testing specific functionality or validating relevant use case scenarios. Currently, deciding what to test at this high…

软件工程 · 计算机科学 2023-11-16 Juyeon Yoon , Robert Feldt , Shin Yoo

Data visualization (DataViz) libraries play a crucial role in presentation, data analysis, and application development, underscoring the importance of their accuracy in transforming data into visual representations. Incorrect visualizations…

软件工程 · 计算机科学 2025-06-19 Weiqi Lu , Yongqiang Tian , Xiaohan Zhong , Haoyang Ma , Zhenyang Xu , Shing-Chi Cheung , Chengnian Sun

Deep Neural Networks (DNNs) are used in a wide variety of applications. However, as in any software application, DNN-based apps are afflicted with bugs. Previous work observed that DNN bug fix patterns are different from traditional bug fix…

软件工程 · 计算机科学 2021-12-09 Mohammad Wardat , Breno Dantas Cruz , Wei Le , Hridesh Rajan

The fragmentation problem has extended from Android to different platforms, such as iOS, mobile web, and even mini-programs within some applications (app). In such a situation, recording and replaying test scripts is a popular automated…

软件工程 · 计算机科学 2021-02-23 Shengcheng Yu , Chunrong Fang , Yexiao Yun , Yang Feng

Video-based bug reports are increasingly being used to document bugs for programs centered around a graphical user interface (GUI). However, developing automated techniques to manage video-based reports is challenging as it requires…

软件工程 · 计算机科学 2024-07-12 Yanfu Yan , Nathan Cooper , Oscar Chaparro , Kevin Moran , Denys Poshyvanyk

The integration of Large Language Models (LLMs) and Multi-modal Large Language Models (MLLMs) into mobile GUI agents has significantly enhanced user efficiency and experience. However, this advancement also introduces potential security…

密码学与安全 · 计算机科学 2025-03-18 Yulong Yang , Xinshan Yang , Shuaidong Li , Chenhao Lin , Zhengyu Zhao , Chao Shen , Tianwei Zhang

As the bridge between users and software, Graphical User Interface (GUI) is critical to the app accessibility. Scaling up the font or display size of GUI can help improve the visual impact, readability, and usability of an app, and is…

软件工程 · 计算机科学 2022-12-09 Yuhui Su , Chunyang Chen , Junjie Wang , Zhe Liu , Dandan Wang , Shoubin Li , Qing Wang

Deep learning has emerged as a promising technology for achieving Android malware detection. To further unleash its detection potentials, software visualization can be integrated for analyzing the details of app behaviors clearly. However,…

密码学与安全 · 计算机科学 2024-10-10 Zhaoyi Meng , Jiale Zhang , Jiaqi Guo , Wansen Wang , Wenchao Huang , Jie Cui , Hong Zhong , Yan Xiong

Detecting user interface (UI) controls from software screenshots is a critical task for automated testing, accessibility, and software analytics, yet it remains challenging due to visual ambiguities, design variability, and the lack of…

计算机视觉与模式识别 · 计算机科学 2026-04-09 Milad Moradi , Ke Yan , David Colwell , Matthias Samwald , Rhona Asgari

Vision-Language Models (VLMs) have demonstrated strong capabilities in aligning visual and textual modalities, enabling a wide range of applications in multimodal understanding and generation. While they excel in zero-shot and transfer…

计算机视觉与模式识别 · 计算机科学 2025-09-25 Hao Dong , Moru Liu , Jian Liang , Eleni Chatzi , Olga Fink

GUIs are foundational to interactive systems and play a pivotal role in early requirements elicitation through prototyping. Ensuring that GUI implementations fulfill NL requirements is essential for robust software engineering, especially…

软件工程 · 计算机科学 2025-10-07 Kristian Kolthoff , Felix Kretzer , Simone Paolo Ponzetto , Alexander Maedche , Christian Bartelt

Search engines enable the retrieval of unknown information with texts. However, traditional methods fall short when it comes to understanding unfamiliar visual content, such as identifying an object that the model has never seen before.…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Zhixin Zhang , Yiyuan Zhang , Xiaohan Ding , Xiangyu Yue

Given the significant advances in Large Vision Language Models (LVLMs) in reasoning and visual understanding, mobile agents are rapidly emerging to meet users' automation needs. However, existing evaluation benchmarks are disconnected from…

计算与语言 · 计算机科学 2025-08-18 Zeyu Huang , Juyuan Wang , Longfeng Chen , Boyi Xiao , Leng Cai , Yawen Zeng , Jin Xu

Gaze event detection is fundamental to vision science, human-computer interaction, and applied analytics. However, current workflows often require specialized programming knowledge and careful handling of heterogeneous raw data formats.…

人机交互 · 计算机科学 2026-04-16 Dongyang Guo , Yasmeen Abdrabou , Enkelejda Kasneci

Nowadays, many applications do not exist independently but rely on various frameworks or libraries. The frequent evolution and the complex implementation of framework APIs induce many unexpected post-release crashes. Starting from the crash…

软件工程 · 计算机科学 2024-08-23 Jiwei Yan , Jinhao Huang , Chunrong Fang , Jun Yan , Jian Zhang