Chart-Text: A Fully Automated Chart Image Descriptor
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Abstract (arXiv)
Images greatly help in understanding, interpreting and visualizing data. Adding textual description to images is the first and foremost principle of web accessibility. Visually impaired users using screen readers will use these textual descriptions to get better understanding of images present in digital contents. In this paper, we propose Chart-Text a novel fully automated system that creates textual description of chart images. Given a PNG image of a chart, our Chart-Text system creates a complete textual description of it. First, the system classifies the type of chart and then it detects and classifies the labels and texts in the charts. Finally, it uses specific image processing algorithms to extract relevant information from the chart images. Our proposed system achieves an accuracy of 99.72% in classifying the charts and an accuracy of 78.9% in extracting the data and creating the corresponding textual description.
Key facts. Cited by 20 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Dec 2018.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 9; 2024: 2; 2025: 1; 2026: 2.
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- 2023VisText: A Benchmark for Semantically Rich Chart Captioningcited by 112
- 2021Accessible Visualization via Natural Language Descriptions: A Four-Level Model of Semantic Contentcited by 39
- 2023ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rulescited by 24
- 2021AutoChart: A Dataset for Chart-to-Text Generation Taskcited by 13
- 2023DOMINO: A Dual-System for Multi-step Visual Language Reasoningcited by 12
- 2021Towards an efficient framework for Data Extraction from Chart Imagescited by 10
- 2023Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarizationcited by 10
- 2023ChartDETR: A Multi-shape Detection Network for Visual Chart Recognitioncited by 7
- 2024SIMPLOT: Enhancing Chart Question Answering by Distilling Essentialscited by 7
- 2023Context-Aware Chart Element Detectioncited by 6
- 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Textcited by 5
- 2021VizExtract: Automatic Relation Extraction from Data Visualizationscited by 2
8 more
- 2023A Survey and Approach to Chart Classificationcited by 2
- 2023A Survey on Figure Classification Techniques in Scientific Documentscited by 2
- 2023An xAI Approach for Data-to-Text Processing with ASPcited by 1
- 2024Assessing Graphical Perception of Image Embedding Models using Channel Effectivenesscited by 1
- 2026Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancementcited by 1
- 2022ChartParser: Automatic Chart Parsing for Print-Impairedcited by 0
- 2025Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Taskscited by 0
- 2026Semantic Segmentation of Node and Edge Diagrams for Assistive Technologycited by 0
- 2026Semantic Segmentation of Node and Edge Diagrams for Assistive Technology9 Jun 2026
- 2026Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancement8 Feb 2026
- 2025Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Tasks7 Oct 2025
- 2024Assessing Graphical Perception of Image Embedding Models using Channel Effectiveness30 Jul 2024
- 2024SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials22 Feb 2024
- 2023Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization17 Dec 2023
- 2023DOMINO: A Dual-System for Multi-step Visual Language Reasoning4 Oct 2023
- 2023An xAI Approach for Data-to-Text Processing with ASP30 Aug 2023
- 2023ChartDETR: A Multi-shape Detection Network for Visual Chart Recognition15 Aug 2023
- 2023A Survey on Figure Classification Techniques in Scientific Documents9 Jul 2023
- 2023A Survey and Approach to Chart Classification9 Jul 2023
- 2023VisText: A Benchmark for Semantically Rich Chart Captioning28 Jun 2023
8 more
- 2023Context-Aware Chart Element Detection7 May 2023
- 2023ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules5 Apr 2023
- 2022ChartParser: Automatic Chart Parsing for Print-Impaired16 Nov 2022
- 2021VizExtract: Automatic Relation Extraction from Data Visualizations7 Dec 2021
- 2021Accessible Visualization via Natural Language Descriptions: A Four-Level Model of Semantic Content8 Oct 2021
- 2021AutoChart: A Dataset for Chart-to-Text Generation Task16 Aug 2021
- 2021Towards an efficient framework for Data Extraction from Chart Images5 May 2021
- 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Text9 Apr 2021
- 2023VisText: A Benchmark for Semantically Rich Chart Captioningcited by 112
- 2021Accessible Visualization via Natural Language Descriptions: A Four-Level Model of Semantic Contentcited by 39
- 2023ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rulescited by 24
- 2021AutoChart: A Dataset for Chart-to-Text Generation Taskcited by 13
- 2021Towards an efficient framework for Data Extraction from Chart Imagescited by 10
- 2023Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarizationcited by 10
- 2023ChartDETR: A Multi-shape Detection Network for Visual Chart Recognitioncited by 7
- 2023Context-Aware Chart Element Detectioncited by 6
- 2021Text2Chart: A Multi-Staged Chart Generator from Natural Language Textcited by 5
- 2021VizExtract: Automatic Relation Extraction from Data Visualizationscited by 2
- 2023A Survey and Approach to Chart Classificationcited by 2
- 2023A Survey on Figure Classification Techniques in Scientific Documentscited by 2
12 most cited of 18 All 18 (JSON)
- 2026Semantic Segmentation of Node and Edge Diagrams for Assistive Technology9 Jun 2026
- 2026Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancement8 Feb 2026
- 2025Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Tasks7 Oct 2025
- 2024Assessing Graphical Perception of Image Embedding Models using Channel Effectiveness30 Jul 2024
- 2023Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization17 Dec 2023
- 2023An xAI Approach for Data-to-Text Processing with ASP30 Aug 2023
- 2023ChartDETR: A Multi-shape Detection Network for Visual Chart Recognition15 Aug 2023
- 2023A Survey on Figure Classification Techniques in Scientific Documents9 Jul 2023
- 2023A Survey and Approach to Chart Classification9 Jul 2023
- 2023VisText: A Benchmark for Semantically Rich Chart Captioning28 Jun 2023
- 2023Context-Aware Chart Element Detection7 May 2023
- 2023ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules5 Apr 2023
12 newest of 18 All 18 (JSON)