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Papers Benchmarks Datasets Tasks

AI2D dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

AI2D

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Document and chart understanding

AI2D

88.7Pass@1

7

OCR-related Understanding Tasks

AI2D w. M.

89.1Accuracy

7

Diagram Question Answering

AI2D no mask

82.5Accuracy

7

Chart Understanding

AI2D (test)

88.7Accuracy

6

Scene Text-centric Visual Question Answering

AI2D

76.1Accuracy

6

Document Understanding

AI2D

82.5Exact Match

6

Document Understanding, OCR & Charts

AI2D (test)

89Score

6

Visual Reasoning

AI2D

83.8Accuracy

6

General Visual Understanding

AI2D

83.89Accuracy

6

AI2D

0.894Kendall Tau

5

Diagram Understanding

AI2D zero-shot

83.65Zero-shot Accuracy

5

QA over Illustrations

AI2D (test)

52.3ANLS

5

Multimodal reasoning

AI2D

62.53Accuracy

4

Copyright Tracking

AI2D

79ASR

4

AI2D

65.2Top-1 Score

3

Document and chart understanding

AI2D (test)

88.7Accuracy

3

Multimodal Reasoning and Mathematics

AI2D

85.6Accuracy

3

Multimodal Perception

AI2D

91.51Accuracy

3

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Popular tasks

Diagram Understanding Visual Question Answering Multimodal Understanding Multimodal Reasoning Diagram Question Answering

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