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Papers Benchmarks Datasets Tasks

DocVQA dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

DocVQA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Document Understanding, OCR & Charts

DocVQA (test)

95.6Score

16

Visual Document Retrieval

DocVQA

96.06Recall@10

13

DOCVQA

92FR

13

Multimodal Image Understanding

DocVQA

96.1Score

13

OCR-based Visual Question Answering

DocVQA 2021 (val)

93.7Accuracy

13

Document Question Answering

DocVQA

91.02EM (Exact Match)

12

Visual Document Retrieval

DocVQA

86.5NDCG@5

12

Document Understanding

DocVQA (val)

95.45Accuracy

11

Fine-grained perception

DocVQA

95.4Score

10

Document Visual Question Answering

DocVQA single-page (test)

85.1ANLS

10

Document/Chart Understanding

DocVQA

94.9Score

10

DocVQA

94.22ANLS

8

Document Question Answering

DocVQA (val)

93.72ANLS

8

Similarity Assessment

DocVQA

51.37BERTScore

8

Context Understanding

DocVQA

0.994Accuracy

8

DocVQA

90.73Score

7

Document Visual Question Answering

DocVQA 30%

135.72KV Cache Size (MB)

7

OCR and Chart Visual Question Answering

DocVQA (val)

95.5Score

7

Document and chart understanding

DocVQA

96.9Pass@1

7

Question Answering

PFL-DocVQA (test)

0.702ROUGE-1

7

Chart/Document Understanding

DocVQA (val)

69.74Score

6

Document Comprehension

DocVQA (test)

95.3ANLS

6

Document Visual Question Answering

DocVQA

80.6ANLS

6

Visual Question Answering

DocVQA Hard

53.2Score

6

Multimodal Document Retrieval

DocVQA

84.1MRR

6

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