Towards accessible chart visualizations for the non-visuals: Research, applications and gaps
Abstract Chart Visualizations (CharVis) such as charts/plots and diagrams are commonly
used in documents for representing the underlying quantitative information. However, the …
used in documents for representing the underlying quantitative information. However, the …
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 …
chart image detection and classification up to date. A set of 89 scientific papers is collected …
A multi-purpose shallow convolutional neural network for chart images
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 …
expansion in various fields, it is necessary to develop computer algorithms that can easily …
Swin-chart: An efficient approach for chart classification
A Dhote, M Javed, DS Doermann - Pattern Recognition Letters, 2024 - Elsevier
Charts are a visualization tool used in scientific documents to facilitate easy comprehension
of complex relationships underlying data and experiments. Researchers use various chart …
of complex relationships underlying data and experiments. Researchers use various chart …
Chart classification using siamese CNN
F Bajić, J Job - Journal of imaging, 2021 - mdpi.com
In recovering information from the chart image, the first step should be chart type
classification. Throughout history, many approaches have been used, and some of them …
classification. Throughout history, many approaches have been used, and some of them …
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 …
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 …
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 …
regions. This is because OCR engines can only consider text regions. Presence of non-text …
Effect of attention and triplet loss on chart classification: a study on noisy charts and confusing chart pairs
Charts are powerful tools for visualizing and comparing data. With the increase in the
presence of various chart types in scientific documents in electronic media, the development …
presence of various chart types in scientific documents in electronic media, the development …
Evaluation of Shallow Convolutional Neural Network in Open-World Chart Image Classification
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 …
comprehension challenges. Data visualizations like charts have emerged as crucial tools for …