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The layout of a mobile screen is a critical data source for UI design research and semantic understanding of the screen. However, UI layouts in existing datasets are often noisy, have mismatches with their visual representation, or consists…

Human-Computer Interaction · Computer Science 2022-01-14 Gang Li , Gilles Baechler , Manuel Tragut , Yang Li

Table summarization is a crucial task aimed at condensing information from tabular data into concise and comprehensible textual summaries. However, existing approaches often fall short of adequately meeting users' information and quality…

Computation and Language · Computer Science 2024-08-27 Weijia Zhang , Vaishali Pal , Jia-Hong Huang , Evangelos Kanoulas , Maarten de Rijke

In the rapidly evolving digital era, there is an increasing demand for concise information as individuals seek to distil key insights from various sources. Recent attention from researchers on Multi-document Summarisation (MDS) has resulted…

Computation and Language · Computer Science 2024-09-19 Kushan Hewapathirana , Nisansa de Silva , C. D. Athuraliya

In this work, we introduce the task of script-driven video summarization, which aims to produce a summary of the full-length video by selecting the parts that are most relevant to a user-provided script outlining the visual content of the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Manolis Mylonas , Evlampios Apostolidis , Vasileios Mezaris

The ubiquitous availability of computing devices and the widespread use of the internet have generated a large amount of data continuously. Therefore, the amount of available information on any given topic is far beyond humans' processing…

Artificial Intelligence · Computer Science 2023-07-11 Samira Ghodratnama

Understanding the semantics of visual scenes is a fundamental challenge in Computer Vision. A key aspect of this challenge is that objects sharing similar semantic meanings or functions can exhibit striking visual differences, making…

Computer Vision and Pattern Recognition · Computer Science 2024-06-21 Rushikesh Zawar , Shaurya Dewan , Andrew F. Luo , Margaret M. Henderson , Michael J. Tarr , Leila Wehbe

Quick Summary is an innovate implementation of an automatic document summarizer that inputs a document in the English language and evaluates each sentence. The scanner or evaluator determines criteria based on its grammatical structure and…

Computation and Language · Computer Science 2012-10-16 Robert Wahlstedt

Video summarization techniques have been proven to improve the overall user experience when it comes to accessing and comprehending video content. If the user's preference is known, video summarization can identify significant information…

Computer Vision and Pattern Recognition · Computer Science 2024-11-07 Brian Chen , Xiangyuan Zhao , Yingnan Zhu

Multimedia summarization with multimodal output (MSMO) is a recently explored application in language grounding. It plays an essential role in real-world applications, i.e., automatically generating cover images and titles for news articles…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Jielin Qiu , Jiacheng Zhu , Mengdi Xu , Franck Dernoncourt , Trung Bui , Zhaowen Wang , Bo Li , Ding Zhao , Hailin Jin

With the surge in the amount of video data, video summarization techniques, including visual-modal(VM) and textual-modal(TM) summarization, are attracting more and more attention. However, unimodal summarization inevitably loses the rich…

Computer Vision and Pattern Recognition · Computer Science 2024-06-25 Yuting Mei , Linli Yao , Qin Jin

Mass utilization of body-worn cameras has led to a huge corpus of available egocentric video. Existing video summarization algorithms can accelerate browsing such videos by selecting (visually) interesting shots from them. Nonetheless,…

Computer Vision and Pattern Recognition · Computer Science 2020-09-22 Aidean Sharghi , Niels da Vitoria Lobo , Mubarak Shah

To improve the accessibility of smart devices and to simplify their usage, building models which understand user interfaces (UIs) and assist users to complete their tasks is critical. However, unique challenges are proposed by UI-specific…

Computer Vision and Pattern Recognition · Computer Science 2021-08-11 Chongyang Bai , Xiaoxue Zang , Ying Xu , Srinivas Sunkara , Abhinav Rastogi , Jindong Chen , Blaise Aguera y Arcas

Visual language models (VLMs) empower mobile GUI agents to interpret complex mobile screens and respond to user requests. Training such capable agents requires large-scale, high-quality mobile GUI data. However, existing mobile GUI datasets…

Human-Computer Interaction · Computer Science 2025-11-26 Longxi Gao , Li Zhang , Shihe Wang , Pengzhi Gao , Wei Liu , Jian Luan , Shangguang Wang , Yuanchun Li , Mengwei Xu

The impression section of a radiology report summarizes important radiology findings and plays a critical role in communicating these findings to physicians. However, the preparation of these summaries is time-consuming and error-prone for…

The rapid increase in video content production has resulted in enormous data volumes, creating significant challenges for efficient analysis and resource management. To address this, robust video analysis tools are essential. This paper…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Ulindu De Silva , Leon Fernando , Billy Lau Pik Lik , Zann Koh , Sam Conrad Joyce , Belinda Yuen , Chau Yuen

Large language models (LLMs) have brought exciting new advances to mobile UI agents, a long-standing research field that aims to complete arbitrary natural language tasks through mobile UI interactions. However, existing UI agents usually…

Artificial Intelligence · Computer Science 2025-05-07 Hao Wen , Shizuo Tian , Borislav Pavlov , Wenjie Du , Yixuan Li , Ge Chang , Shanhui Zhao , Jiacheng Liu , Yunxin Liu , Ya-Qin Zhang , Yuanchun Li

Abstractive dialogue summarization is to generate a concise and fluent summary covering the salient information in a dialogue among two or more interlocutors. It has attracted great attention in recent years based on the massive emergence…

Computation and Language · Computer Science 2023-08-08 Qi Jia , Yizhu Liu , Siyu Ren , Kenny Q. Zhu

Automatic text summarisation has drawn considerable interest in the area of software engineering. It is challenging to summarise the activities related to a software project, (1) because of the volume and heterogeneity of involved software…

Software Engineering · Computer Science 2020-04-30 Mahfouth Alghamdi , Christoph Treude , Markus Wagner

With the rapid development of mobile Internet and big data, a huge amount of data is generated in the network, but the data that users are really interested in a very small portion. To extract the information that users are interested in…

Information Retrieval · Computer Science 2022-05-09 Bo Liu

Mobile sensing plays a crucial role in generating digital traces to understand human daily lives. However, studying behaviours like mood or sleep quality in smartphone users requires carefully designed mobile sensing strategies such as…

Human-Computer Interaction · Computer Science 2024-08-23 Nan Gao , Zhuolei Yu , Yue Xu , Chun Yu , Yuntao Wang , Flora D. Salim , Yuanchun Shi