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SlideBench dataset and benchmarks · SOTA2 Research

Research Datasets

SlideBench

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Slide-level Pathology Diagnosis

SlideBench BCNB

59.42Overall Accuracy

14

Visual Question Answering

SlideBench BCNB

59.42Overall Accuracy

14

Whole-slide image visual-question answering

SlideBench TCGA

75.36Accuracy

14

SlideBench

0.38BLEU-1

11

Text-Image Retrieval

SlideBench

13.92Recall@1

10

Image-Text Retrieval

SlideBench

15.13Recall@1

10

SlideBench Caption

46.2BLEU-1

9

2D Slide Generation

SlideBench

95Execution Score

8

Histology Question Answering

SlideBench BCNB

56.89Accuracy

7

Slide Generation

Zenodo10k SlideBench (OOD)

0.723SSIM

6

Slide Generation

Zenodo10k SlideBench (test)

84.4SSIM

6

Whole Slide Image Captioning

SlideBench Caption 1.0 (test)

0.37BLEU-1

6

Popular tasks

Slide Generation Visual Question Answering Image-Text Retrieval Text-Image Retrieval Captioning

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