Review of chart image detection and classification

F Bajić, J Job - International Journal on Document Analysis and …, 2023 - Springer
This paper presents a complete review of different approaches across all components of the
chart image detection and classification up to date. A set of 89 scientific papers is collected …

Parsing line chart images using linear programming

H Kato, M Nakazawa, HK Yang… - Proceedings of the …, 2022 - openaccess.thecvf.com
This paper proposes a method for automatically recovering data from chart images. In
particular we focus on the task of estimating line charts, as the most common chart type, in a …

A multi-purpose shallow convolutional neural network for chart images

F Bajić, O Orel, M Habijan - Sensors, 2022 - mdpi.com
Charts are often used for the graphical representation of tabular data. Due to their vast
expansion in various fields, it is necessary to develop computer algorithms that can easily …

Chartreader: Automatic parsing of bar-plots

C Rane, SM Subramanya, DS Endluri… - 2021 IEEE 22nd …, 2021 - ieeexplore.ieee.org
Scientific figures such as bar graphs are a critical part of scientific research and a
predominant method used to represent trends and relationships in data. However, manually …

Challenges in chart image classification: a comparative study of different deep learning methods

J Thiyam, SR Singh, PK Bora - Proceedings of the 21st ACM Symposium …, 2021 - dl.acm.org
Charts are commonly used forms of visualizing scientific observations from research findings
or commercial trends. They provide an abstraction of the underlying information in a more …

A Survey on Figure Classification Techniques in Scientific Documents

A Dhote, M Javed, DS Doermann - arXiv preprint arXiv:2307.05694, 2023 - arxiv.org
Figures visually represent an essential piece of information and provide an effective means
to communicate scientific facts. Recently there have been many efforts toward extracting …

A survey and approach to chart classification

A Dhote, M Javed, DS Doermann - International Conference on Document …, 2023 - Springer
Charts represent an essential source of visual information in documents and facilitate a
deep understanding and interpretation of information typically conveyed numerically. In the …

Document region classification

S Bhowmik - Document Layout Analysis, 2023 - Springer
After region segmentation, it is necessary to identify the functional labels of the segmented
regions. This is because OCR engines can only consider text regions. Presence of non-text …

Classification of scatter plot images using deep learning

D Bırant, A Akça, B Bozkurt, M Bağlan - Dokuz Eylül Üniversitesi …, 2022 - dergipark.org.tr
Scatter plot is one of the well-known charts and is frequently embedded in different types of
documents such as articles, books, and dissertations. However, the information given in the …

Evaluation of Shallow Convolutional Neural Network in Open-World Chart Image Classification

F Bajić, M Habijan, K Nenadić - Informatica, 2024 - informatica.si
Data's role is pivotal in the era of internet technologies, but unstructured data poses
comprehension challenges. Data visualizations like charts have emerged as crucial tools for …