| DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding | Dec 13, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 9 |
| From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models | Mar 18, 2024 | Chart UnderstandingData Visualization | CodeCode Available | 3 |
| OrionBench: A Benchmark for Chart and Human-Recognizable Object Detection in Infographics | May 23, 2025 | Chart Understandingobject-detection | CodeCode Available | 3 |
| InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts | May 25, 2025 | Chart UnderstandingQuestion Answering | CodeCode Available | 3 |
| ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation | May 24, 2025 | BenchmarkingChart Understanding | CodeCode Available | 3 |
| Vary: Scaling up the Vision Vocabulary for Large Vision-Language Models | Dec 11, 2023 | Chart UnderstandingDecoder | CodeCode Available | 3 |
| StructChart: On the Schema, Metric, and Augmentation for Visual Chart Understanding | Sep 20, 2023 | Chart Question AnsweringChart Understanding | CodeCode Available | 2 |
| CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs | Jun 26, 2024 | Chart Understanding | CodeCode Available | 2 |
| ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild | Jul 4, 2024 | Chart UnderstandingDecision Making | CodeCode Available | 2 |
| MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning | Nov 15, 2023 | Chart Understanding | CodeCode Available | 2 |
| Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model | Jul 9, 2024 | Chart UnderstandingLanguage Modeling | CodeCode Available | 2 |
| ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation | Jan 11, 2025 | Chart UnderstandingCode Generation | CodeCode Available | 2 |
| Improving Language Understanding from Screenshots | Feb 21, 2024 | Chart Understanding | CodeCode Available | 1 |
| UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning | May 24, 2023 | Chart Question AnsweringChart Understanding | CodeCode Available | 1 |
| ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules | Apr 5, 2023 | Chart UnderstandingDerendering | CodeCode Available | 1 |
| ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing | May 17, 2025 | Chart Understanding | CodeCode Available | 1 |
| EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding | Sep 3, 2024 | Chart Understanding | CodeCode Available | 1 |
| RefChartQA: Grounding Visual Answer on Chart Images through Instruction Tuning | Mar 29, 2025 | Chart Question AnsweringChart Understanding | CodeCode Available | 1 |
| ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering | Apr 7, 2025 | Chart Question AnsweringChart Understanding | CodeCode Available | 1 |
| ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning | Mar 14, 2024 | Chart UnderstandingInstruction Following | CodeCode Available | 1 |
| Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding | Feb 17, 2025 | Arithmetic ReasoningChart Understanding | —Unverified | 0 |
| Assessing Graphical Perception of Image Embedding Models using Channel Effectiveness | Jul 30, 2024 | Chart UnderstandingQuestion Answering | —Unverified | 0 |
| A Survey and Approach to Chart Classification | Jul 9, 2023 | Chart UnderstandingClassification | —Unverified | 0 |
| C2F-CHART: A Curriculum Learning Approach to Chart Classification | Sep 7, 2024 | Chart Understanding | —Unverified | 0 |
| ChartAdapter: Large Vision-Language Model for Chart Summarization | Dec 30, 2024 | Chart Understandingcross-modal alignment | —Unverified | 0 |
