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Chart Understanding

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Showing 1–47 of 47 papers

TitleStatusHype
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal UnderstandingCode9
InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic ChartsCode3
ChartGalaxy: A Dataset for Infographic Chart Understanding and GenerationCode3
OrionBench: A Benchmark for Chart and Human-Recognizable Object Detection in InfographicsCode3
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation ModelsCode3
Vary: Scaling up the Vision Vocabulary for Large Vision-Language ModelsCode3
ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code GenerationCode2
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language ModelCode2
ChartGemma: Visual Instruction-tuning for Chart Reasoning in the WildCode2
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMsCode2
MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction TuningCode2
StructChart: On the Schema, Metric, and Augmentation for Visual Chart UnderstandingCode2
ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart EditingCode1
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question AnsweringCode1
RefChartQA: Grounding Visual Answer on Chart Images through Instruction TuningCode1
EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart UnderstandingCode1
ChartInstruct: Instruction Tuning for Chart Comprehension and ReasoningCode1
Improving Language Understanding from ScreenshotsCode1
UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and ReasoningCode1
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic RulesCode1
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering—0
ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart UnderstandingCode0
ChartLens: Fine-grained Visual Attribution in Charts—0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models—0
On the Perception Bottleneck of VLMs for Chart UnderstandingCode0
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding—0
ChartAdapter: Large Vision-Language Model for Chart Summarization—0
AskChart: Universal Chart Understanding through Textual EnhancementCode0
SBS Figures: Pre-training Figure QA from Stage-by-Stage Synthesized ImagesCode0
Transformers Utilization in Chart Understanding: A Review of Recent Advances & Future Trends—0
SynChart: Synthesizing Charts from Language Models—0
C2F-CHART: A Curriculum Learning Approach to Chart Classification—0
ChartMoE: Mixture of Expert Connector for Advanced Chart Understanding—0
ChartEye: A Deep Learning Framework for Chart Information Extraction—0
Revisiting Multi-Modal LLM Evaluation—0
Assessing Graphical Perception of Image Embedding Models using Channel Effectiveness—0
On Pre-training of Multimodal Language Models Customized for Chart Understanding—0
ReMI: A Dataset for Reasoning with Multiple Images—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—0
TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts LearningCode0
ChartLlama: A Multimodal LLM for Chart Understanding and Generation—0
SpaDen : Sparse and Dense Keypoint Estimation for Real-World Chart Understanding—0
A Survey and Approach to Chart Classification—0
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs—0
Tensor Fields for Data Extraction from Chart Images: Bar Charts and Scatter Plots—0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
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