| On the Perception Bottleneck of VLMs for Chart Understanding | Mar 24, 2025 | Chart UnderstandingContrastive Learning | CodeCode Available | 0 |
| Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding | Feb 17, 2025 | Arithmetic ReasoningChart Understanding | —Unverified | 0 |
| ChartAdapter: Large Vision-Language Model for Chart Summarization | Dec 30, 2024 | Chart Understandingcross-modal alignment | —Unverified | 0 |
| AskChart: Universal Chart Understanding through Textual Enhancement | Dec 26, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 0 |
| SBS Figures: Pre-training Figure QA from Stage-by-Stage Synthesized Images | Dec 23, 2024 | Chart Question AnsweringChart Understanding | CodeCode Available | 0 |
| Transformers Utilization in Chart Understanding: A Review of Recent Advances & Future Trends | Oct 5, 2024 | BenchmarkingChart Understanding | —Unverified | 0 |
| SynChart: Synthesizing Charts from Language Models | Sep 25, 2024 | Chart Understanding | —Unverified | 0 |
| C2F-CHART: A Curriculum Learning Approach to Chart Classification | Sep 7, 2024 | Chart Understanding | —Unverified | 0 |
| ChartMoE: Mixture of Expert Connector for Advanced Chart Understanding | Sep 5, 2024 | Chart Understanding | —Unverified | 0 |
| ChartEye: A Deep Learning Framework for Chart Information Extraction | Aug 28, 2024 | Chart UnderstandingClassification | —Unverified | 0 |
| Revisiting Multi-Modal LLM Evaluation | Aug 9, 2024 | Chart UnderstandingOptical Character Recognition | —Unverified | 0 |
| Assessing Graphical Perception of Image Embedding Models using Channel Effectiveness | Jul 30, 2024 | Chart UnderstandingQuestion Answering | —Unverified | 0 |
| On Pre-training of Multimodal Language Models Customized for Chart Understanding | Jul 19, 2024 | Chart Understanding | —Unverified | 0 |
| ReMI: A Dataset for Reasoning with Multiple Images | Jun 13, 2024 | Chart UnderstandingMath | —Unverified | 0 |
| Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs | Jun 1, 2024 | Chart Question AnsweringChart Understanding | —Unverified | 0 |
| TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning | Apr 25, 2024 | Chart Understanding | CodeCode Available | 0 |
| ChartLlama: A Multimodal LLM for Chart Understanding and Generation | Nov 27, 2023 | Chart UnderstandingLanguage Modelling | —Unverified | 0 |
| SpaDen : Sparse and Dense Keypoint Estimation for Real-World Chart Understanding | Aug 3, 2023 | Chart UnderstandingKeypoint Estimation | —Unverified | 0 |
| A Survey and Approach to Chart Classification | Jul 9, 2023 | Chart UnderstandingClassification | —Unverified | 0 |
| Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs | May 29, 2023 | Chart Question AnsweringChart Understanding | —Unverified | 0 |
| Tensor Fields for Data Extraction from Chart Images: Bar Charts and Scatter Plots | Oct 5, 2020 | Chart Understanding | —Unverified | 0 |
| DVQA: Understanding Data Visualizations via Question Answering | Jan 24, 2018 | ArticlesChart Question Answering | CodeCode Available | 0 |