PANDA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Generation | Panda 100-shot (train) | FID3.04 | 28 | |
| WSI classification | PANDA | Accuracy78.6 | 23 | |
| 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 | |
| Classification | PANDA (grading) | Cohen's Kappa0.937 | 20 | |
| Image Generation | Panda low-shot 100-shot | FID6.93 | 15 | |
| Classification | PANDA | Accuracy72.15 | 13 | |
| ISUP grading | PANDA Radboud 6 classes (test) | Cohen's Kappa0.931 | 13 | |
| WSI diagnostic classification | PANDA (test) | Accuracy74.85 | 12 | |
| ISUP grading | PANDA 6 classes Karolinska (test) | Cohen's Kappa0.942 | 12 | |
| Prostate Cancer Grade Assessment | PANDA (private leaderboard) | QWK0.9414 | 12 | |
| Slide-level classification | Panda | Balanced Accuracy67.2 | 11 | |
| Classification | PANDA (test) | Accuracy71 | 10 | |
| Video Reconstruction | Panda-70M | PSNR35.87 | 10 | |
| Prostate Cancer Grading | PANDA | AUC0.963 | 9 | |
| WSI-level classification | PANDA | BA78.6 | 9 | |
| Camera pose estimation | Panda 52 videos all succeed only (test) | % < 5 Pix82.7 | 9 | |
| Camera pose estimation | Panda 90 estimable videos (test) | Video Registration Rate100 | 9 | |
| Robot Pose Estimation | Panda 3CAM-AK | AUC82.2 | 8 | |
| Few-shot image generation | Panda 100-shot | FID14.75 | 8 | |
| Robot Pose Estimation | Panda Real ORB (test) | AUC (ADD)77.5 | 7 | |
| Robot Pose Estimation | Panda Real RS (test) | AUC (ADD)80.5 | 7 |
Showing 25 of 56 rows