PANDA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Mislabeled data detection | PANDA | F1 Score83.11 | 55 | |
| WSI classification | PANDA | Accuracy78.6 | 32 | |
| Classification | PANDA | Accuracy79.91 | 30 | |
| Image Generation | Panda 100-shot (train) | FID3.04 | 28 | |
| Whole Slide Image Classification | PANDA | Accuracy79.8 | 25 | |
| Whole Slide Image Retrieval | PANDA | Macro F1 Score60 | 23 | |
| WSI-level retrieval | PANDA (test) | Macro F1 Score57 | 23 | |
| WSI Classification | PANDA | Top-1 Macro Avg F164 | 23 | |
| WSI-level classification | PANDA | MV@5 Accuracy58 | 23 | |
| WSI-level retrieval | PANDA (Public) | MV@3 Accuracy60 | 23 | |
| Slide-level classification | PANDA held-out (test) | F1 Score76.6 | 22 | |
| Slide-level calibration | PANDA (test) | NLL48.9 | 22 | |
| Video Reconstruction | Panda-70M | PSNR35.87 | 21 | |
| Visual Question Answering | PANDA | Balanced Accuracy27 | 20 | |
| Classification | PANDA (grading) | Cohen's Kappa0.937 | 20 | |
| Classification | PANDA (test) | Accuracy73.5 | 19 | |
| Histopathology Classification | PANDA | Accuracy74.6 | 18 | |
| Tissue subtyping | PANDA C=6 | Weighted Kappa94.28 | 16 | |
| Prostate cancer grading | PANDA (test) | Accuracy81.98 | 15 | |
| Image Generation | Panda low-shot 100-shot | FID6.93 | 15 | |
| Saliency Ranking Protocol | PANDA | MSKcond27.35 | 14 | |
| Selective Region Prediction | PANDA (test) | MSKcond3.4 | 14 | |
| WSI Classification | PANDA Fine-level | Accuracy (ACC)55.07 | 13 | |
| WSI Classification | PANDA Coarse-level | Accuracy71.29 | 13 | |
| Multiple Instance Learning Classification | PANDA | Accuracy54.6 | 13 |
Showing 25 of 92 rows