SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Showing 2650 of 50 papers

TitleStatusHype
SIMPLOT: Enhancing Chart Question Answering by Distilling EssentialsCode1
ScreenAI: A Vision-Language Model for UI and Infographics UnderstandingCode2
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization0
Omni-SMoLA: Boosting Generalist Multimodal Models with Soft Mixture of Low-rank Experts0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
PaLI-3 Vision Language Models: Smaller, Faster, StrongerCode1
StructChart: On the Schema, Metric, and Augmentation for Visual Chart UnderstandingCode2
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and BeyondCode5
RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order LogicCode0
PaLI-X: On Scaling up a Multilingual Vision and Language ModelCode1
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs0
UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and ReasoningCode1
DePlot: One-shot visual language reasoning by plot-to-table translationCode0
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart DerenderingCode0
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language UnderstandingCode2
Chart Question Answering: State of the Art and Future Directions0
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical ReasoningCode2
Classification-Regression for Chart ComprehensionCode1
STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering0
PlotQA: Reasoning over Scientific Plots0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
FigureQA: An Annotated Figure Dataset for Visual ReasoningCode0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ChartPaLI-5B + PaLM 2-S1:1 Accuracy81.3Unverified
2Gemini Ultra1:1 Accuracy80.8Unverified
3DePlot+FlanPaLM+Codex (PoT Self-Consistency)1:1 Accuracy79.3Unverified
4ChartPaLI-5B1:1 Accuracy77.3Unverified
5DePlot+Codex (PoT Self-Consistency)1:1 Accuracy76.7Unverified
6ScreenAI 5B (4.62 B params, w/ OCR)1:1 Accuracy76.7Unverified
7SMoLA-PaLI-X Specialist Model1:1 Accuracy74.6Unverified
8SMoLA-PaLI-X Generalist Model1:1 Accuracy73.8Unverified
9MatCha4096 + LaMenDa1:1 Accuracy72.64Unverified
10PaLI-X (Single-task FT w/ OCR)1:1 Accuracy72.3Unverified
#ModelMetricClaimedVerifiedStatus
1MatCha4096 + LaMenDa1:1 Accuracy92.89Unverified
2MatCha1:1 Accuracy91.5Unverified
3DePlot+FlanPaLM+Codex (PoT Self-Consistency)1:1 Accuracy66.6Unverified
4VL-T5-OCR1:1 Accuracy66Unverified
5CRCT1:1 Accuracy55.7Unverified
6VisionTapas-OCR1:1 Accuracy53.9Unverified
#ModelMetricClaimedVerifiedStatus
1vlt5 - 11th ep FineTune1:1 Accuracy0.31Unverified
2Matcha-chartQA1:1 Accuracy0.26Unverified
3crct- 11th ep FineTune1:1 Accuracy0.24Unverified
4vlt5 - baseline1:1 Accuracy0.19Unverified
5crct - baseline1:1 Accuracy0.18Unverified