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Template detection and content extraction are two of the main areas of information retrieval applied to the Web. They perform different analyses over the structure and content of webpages to extract some part of the document. However, their…

信息检索 · 计算机科学 2022-07-19 Julián Alarte , Josep Silva

In this paper, we fill the research gap by adopting state-of-the-art computer vision techniques for the data extraction stage in a data mining system. As shown in Fig.1, this stage contains two subtasks, namely, plot element detection and…

计算机视觉与模式识别 · 计算机科学 2021-05-06 Weihong Ma , Hesuo Zhang , Shuang Yan , Guangshun Yao , Yichao Huang , Hui Li , Yaqiang Wu , Lianwen Jin

Discovering automatically the semantic structure of tagged visual data (e.g. web videos and images) is important for visual data analysis and interpretation, enabling the machine intelligence for effectively processing the fast-growing…

计算机视觉与模式识别 · 计算机科学 2017-05-31 Jingya Wang , Xiatian Zhu , Shaogang Gong

Web information extraction (WIE) is the task of automatically extracting data from web pages, offering high utility for various applications. The evaluation of WIE systems has traditionally relied on benchmarks built from HTML snapshots…

计算与语言 · 计算机科学 2026-03-17 Seungbin Yang , Jihwan Kim , Jaemin Choi , Dongjin Kim , Soyoung Yang , ChaeHun Park , Jaegul Choo

Keyphrases are useful for a variety of purposes, including summarizing, indexing, labeling, categorizing, clustering, highlighting, browsing, and searching. The task of automatic keyphrase extraction is to select keyphrases from within the…

机器学习 · 计算机科学 2007-05-23 Peter D. Turney

Video Salient Document Detection (VSDD) is an essential task of practical computer vision, which aims to highlight visually salient document regions in video frames. Previous techniques for VSDD focus on learning features without…

计算机视觉与模式识别 · 计算机科学 2023-01-12 Hemraj Singh , Mridula Verma , Ramalingaswamy Cheruku

Extracting main content from web pages provides primary informative blocks that remove a web page's minor areas like navigation menu, ads, and site templates. The main content extraction has various applications: information retrieval,…

信息检索 · 计算机科学 2022-01-26 Geunseong Jung , Sungjae Han , Hansung Kim , Kwanguk Kim , Jaehyuk Cha

One of the most useful techniques to help visual data analysis systems is interactive filtering (brushing). However, visualization techniques often suffer from overlap of graphical items and multiple attributes complexity, making visual…

图形学 · 计算机科学 2015-07-07 Jose Rodrigues , Luciana Romani , Agma Traina , Caetano Traina

This work describes the theory and the implementation of a new software tool, the "Web Topical Discovery System" (WTDS), which provides an approach to the automatic discovery and selection of new web pages relevant to specific analytical…

信息检索 · 计算机科学 2015-07-09 Giancarlo Crocetti

As a prerequisite of chart data extraction, the accurate detection of chart basic elements is essential and mandatory. In contrast to object detection in the general image domain, chart element detection relies heavily on context…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Pengyu Yan , Saleem Ahmed , David Doermann

In this paper, we focused on the problem of extracting information from web pages containing many records, a task of growing importance in the era of massive web data. Recently, the development of neural network methods has improved the…

计算与语言 · 计算机科学 2025-02-21 Alexander Kustenkov , Maksim Varlamov , Alexander Yatskov

Over the past decades, the increasing dimensionality of data has increased the need for effective data decomposition methods. Existing approaches, however, often rely on linear models or lack sufficient interpretability or flexibility. To…

统计方法学 · 统计学 2026-03-24 Jiaji Su , Zhigang Yao

The web contains countless semi-structured websites, which can be a rich source of information for populating knowledge bases. Existing methods for extracting relations from the DOM trees of semi-structured webpages can achieve high…

人工智能 · 计算机科学 2018-04-13 Colin Lockard , Xin Luna Dong , Arash Einolghozati , Prashant Shiralkar

This work considers clustering nodes of a largely incomplete graph. Under the problem setting, only a small amount of queries about the edges can be made, but the entire graph is not observable. This problem finds applications in…

机器学习 · 计算机科学 2021-10-04 Shahana Ibrahim , Xiao Fu

Localizing page elements/objects such as tables, figures, equations, etc. is the primary step in extracting information from document images. We propose a novel end-to-end trainable deep network, (CDeC-Net) for detecting tables present in…

计算机视觉与模式识别 · 计算机科学 2020-08-26 Madhav Agarwal , Ajoy Mondal , C. V. Jawahar

There is an explosive growth of information in the World Wide Web thus posing a challenge to Web users to extract essential knowledge from the Web. Search engines help us to narrow down the search in the form of Search Engine Result Pages…

信息检索 · 计算机科学 2013-03-26 Srikantaiah K C , Suraj M , Venugopal K R , L M Patnaik

Information representation as tables are compact and concise method that eases searching, indexing, and storage requirements. Extracting and cloning tables from parsable documents is easier and widely used, however industry still faces…

信息检索 · 计算机科学 2020-10-20 Smita Pallavi , Raj Ratn Pranesh , Sumit Kumar

Web pages are a valuable source of information for many natural language processing and information retrieval tasks. Extracting the main content from those documents is essential for the performance of derived applications. To address this…

信息检索 · 计算机科学 2018-03-28 Thijs Vogels , Octavian-Eugen Ganea , Carsten Eickhoff

Charts are an excellent way to convey patterns and trends in data, but they do not facilitate further modeling of the data or close inspection of individual data points. We present a fully automated system for extracting the numerical…

计算机视觉与模式识别 · 计算机科学 2018-10-10 Mathieu Cliche , David Rosenberg , Dhruv Madeka , Connie Yee

Page segmentation is a web page analysis process that divides a page into cohesive segments, such as sidebars, headers, and footers. Current page segmentation approaches use either the DOM, textual content, or rendering style information of…

计算机视觉与模式识别 · 计算机科学 2021-12-23 Mohammad Bajammal , Ali Mesbah