[HTML][HTML] A survey of graphical page object detection with deep neural networks

J Bhatt, KA Hashmi, MZ Afzal, D Stricker - Applied Sciences, 2021 - mdpi.com
In any document, graphical elements like tables, figures, and formulas contain essential
information. The processing and interpretation of such information require specialized …

Towards accessible chart visualizations for the non-visuals: Research, applications and gaps

M Singh, MS Kanroo, HS Kawoosa, P Goyal - Computer science review, 2023 - Elsevier
Abstract Chart Visualizations (CharVis) such as charts/plots and diagrams are commonly
used in documents for representing the underlying quantitative information. However, the …

[HTML][HTML] Cascade network with deformable composite backbone for formula detection in scanned document images

KA Hashmi, A Pagani, M Liwicki, D Stricker, MZ Afzal - Applied Sciences, 2021 - mdpi.com
This paper presents a novel architecture for detecting mathematical formulas in document
images, which is an important step for reliable information extraction in several domains …

Mathematical formula detection in document images: A new dataset and a new approach

K Hu, Z Zhong, L Sun, Q Huo - Pattern Recognition, 2024 - Elsevier
Most of existing mathematical formula detectors focus on detecting formula entities through
object detection or instance segmentation techniques. However, these methods often fail to …

Lateral feature enhancement network for page object detection

C Shi, C Xu, H Bi, Y Cheng, Y Li… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, a lateral feature enhancement (LFE) backbone network is proposed to enrich
feature representation effectively for page object detection (POD) across various scales. Our …

Graph interpretation, summarization and visualization techniques: a review and open research issues

P Mishra, S Kumar, MK Chaube - Multimedia Tools and Applications, 2023 - Springer
Graphs has been a ubiquitous way of representing heterogeneous data. There are many
studies focused on graph learning highlighting the approaches for graph data extraction …

Figure and figure caption extraction for mixed raster and vector PDFs: digitization of astronomical literature with OCR features

JP Naiman, PKG Williams, A Goodman - … on Theory and Practice of Digital …, 2022 - Springer
Scientific articles published prior to the “age of digitization” in the late 1990s contain figures
which are “trapped” within their scanned pages. While progress to extract figures and their …

The YOLO model that still excels in document layout analysis

Q Deng, M Ibrayim, A Hamdulla, C Zhang - Signal, Image and Video …, 2024 - Springer
Document layout analysis can help people better understand and use the information in a
document. However, the diversity of document layouts and considerable variation in aspect …

[HTML][HTML] U-SSD: Improved SSD based on U-Net architecture for end-to-end table detection in document images

SH Lee, HC Chen - Applied Sciences, 2021 - mdpi.com
Tables are an important element in a document and can express more information with
fewer words. Due to the different arrangements of tables and texts, as well as the variety of …

The digitization of historical astrophysical literature with highly localized figures and figure captions

JP Naiman, PKG Williams, A Goodman - International Journal on Digital …, 2023 - Springer
Scientific articles published prior to the “age of digitization” in the late 1990s contain figures
which are “trapped” within their scanned pages. While progress to extract figures and their …