SlideBench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Slide-level Pathology Diagnosis | SlideBench BCNB | Overall Accuracy59.42 | 14 | |
| Visual Question Answering | SlideBench BCNB | Overall Accuracy59.42 | 14 | |
| Whole-slide image visual-question answering | SlideBench TCGA | Accuracy75.36 | 14 | |
| WSI Captioning | SlideBench | BLEU-10.38 | 11 | |
| Text-Image Retrieval | SlideBench | Recall@113.92 | 10 | |
| Image-Text Retrieval | SlideBench | Recall@115.13 | 10 | |
| Captioning | SlideBench Caption | BLEU-146.2 | 9 | |
| 2D Slide Generation | SlideBench | Execution Score95 | 8 | |
| Histology Question Answering | SlideBench BCNB | Accuracy56.89 | 7 | |
| Slide Generation | Zenodo10k SlideBench (OOD) | SSIM0.7233 | 6 | |
| Slide Generation | Zenodo10k SlideBench (test) | SSIM84.4 | 6 | |
| Whole Slide Image Captioning | SlideBench Caption 1.0 (test) | BLEU-10.37 | 6 |
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