Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

An overview of methods for linguistic summarization with fuzzy sets

FE Boran, D Akay, RR Yager - Expert Systems with Applications, 2016 - Elsevier
While the rapid development of information technology has made easy to store and access
the huge amount of data, it also brings another problem, that of how to extract potentially …

Chartocr: Data extraction from charts images via a deep hybrid framework

J Luo, Z Li, J Wang, CY Lin - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Chart images are commonly used for data visualization. Automatically reading the chart
values is a key step for chart content understanding. Charts have a lot of variations in style …

A survey on ML4VIS: Applying machine learning advances to data visualization

Q Wang, Z Chen, Y Wang, H Qu - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …

Multi-scale multi-task fcn for semantic page segmentation and table detection

D He, S Cohen, B Price, D Kifer… - 2017 14th IAPR …, 2017 - ieeexplore.ieee.org
Page segmentation and table detection play an important role in understanding the structure
of documents. We present a page segmentation algorithm that incorporates state-of-the-art …

VIS+ AI: integrating visualization with artificial intelligence for efficient data analysis

X Wang, Z Wu, W Huang, Y Wei, Z Huang, M Xu… - Frontiers of Computer …, 2023 - Springer
Visualization and artificial intelligence (AI) are well-applied approaches to data analysis. On
one hand, visualization can facilitate humans in data understanding through intuitive visual …

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 …

Generating accurate caption units for figure captioning

X Qian, E Koh, F Du, S Kim, J Chan, RA Rossi… - Proceedings of the Web …, 2021 - dl.acm.org
Scientific-style figures are commonly used on the web to present numerical information.
Captions that tell accurate figure information and sound natural would significantly improve …

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 …

[PDF][PDF] Applying machine learning advances to data visualization: A survey on ML4VIS

Q Wang, Z Chen, Y Wang, H Qu - arXiv preprint arXiv:2012.00467, 2020 - researchgate.net
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …