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ResearchFormerly WizWand

InfoVQA

Benchmarks

TaskDatasetSOTA resultTrendResults

Document Understanding

InfoVQA

86.4Score

10

Document/Chart Understanding

InfoVQA

82.6Score

10

Visual Question Answering

InfoVQA+ (val)

45.2ANLS

10

Multimodal Reasoning

InfoVQA

5,511.1Token Count

9

End-to-End Document Question Answering

InfoVQA (test)

86.9Overall Score

8

Image Captioning

InfoVQA

59.4Prism

7

End-to-end Question Answering

InfoVQA (test)

60.91EM

7

Document Question Answering

InfoVQA (val)

76.12Score

7

OCR Visual Question Answering

InfoVQA 2022 (val)

67.2Score

7

OCR-related Understanding Tasks

InfoVQA (test)

87.3Accuracy

7

Text-oriented Visual Question Answering

InfoVQA

43.5ANLS

7

Multimodal Document Retrieval

InfoVQA

87.93MRR

6

Document Understanding

InfoVQA (val)

23.6Accuracy

6

InfoVQA

93.17R@3

6

Document Visual Question Answering

InfoVQA (test)

82.9Final Performance

5

Image Understanding

InfoVQA 2022 (val)

78.6Score

4

Document Understanding

InfoVQA-Res

71ANLS

4

Document Understanding

InfoVQA-RF

61.4ANLS

4

InfoVQA (test)

72.2ANLS

4

Text/Chart/Document Understanding

InfoVQA

68.18ANLS

3

Infographic Understanding

InfoVQA (test)

74.9Accuracy

3

Document Question Answering

InfoVQA

9.9TFLOPS (ENC)

2

Document Visual Question Answering

InfoVQA

5,094Total Inference Time (s)

2

Document Visual Question Answering

InfoVQA zero-shot

64.48Zero-shot Accuracy

2