Knowledge & Data · Software component
Chart Data Extractor
Software componentKnowledge & DataKnowledge & Dataarc:ChartDataExtractor
An image-to-text grounder that converts charts, plots, graphs and tables into linearized tables preserving exact values and structure.
Responsibility. Extracts structured numeric data from chart images as linearized tables.
Also known as: Chart-to-table linearizer, Chart linearization
Variant of Image-to-Text Grounder abstract
When to choose. Choose for information-dense images (charts, plots, graphs, tables) where users need exact figures and computation, e.g., financial or benchmark charts.
Relationships
invokes dependency
is invoked by dependency
is routed to by dynamic
sends data to dynamic
- Agent Controller abstract Ch7.5
alternative to variability
Design guidance
- SHOULD combine the linearized table with a natural-language summary as searchable metadata, enabling conceptual and precise numerical queries.
- SHOULD store the raw table in chunk metadata so answers can reference exact values without re-extracting from the image.
Classification
- Patterns
- Plot-to-table translationTreat charts as structured data
- Technologies
- DePlotNVIDIA Neva
- Quality attributes
- Functional suitability: correctness and validity (ISO/IEC 25010 | NIST AI RMF: valid)Maintainability (ISO/IEC 25010)
- Risks mitigated
- Loss of exact figures in natural-language descriptionsText-only pipelines losing precise chart values (alt-text or skipped charts)
Sources
- Ch2.7: T. Nguyen, "Multimodal RAG Approaches," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 2.7. ISBN: 9798244538229.
- Ch7.5: T. Nguyen, "NeMo Curator, Riva Speech AI & Multimodal Integration," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 7.5. ISBN: 9798244538229.
- Ref2.07: NVIDIA Developer, "Building multimodal AI RAG with LlamaIndex, NVIDIA NIM, and Milvus | LLM app development," YouTube. Accessed: Sep. 26, 2026. [Online Video]. Available: https://www.youtube.com/watch?v=NaT5Eo97_I0