| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pathology Image Classification | NCT-CRC (test) | Top-1 Accuracy96.09 | 37 | |
| Bag-level classification | NCT-CRC | AUC1 | 36 | |
| Instance-level classification | NCT-CRC | AUC0.9898 | 36 | |
| Classification | NCT-CRC (test) | Accuracy95.3 | 21 | |
| Histopathology Anomaly Detection | NCT-CRC | AUC0.9025 | 17 | |
| Tile-level classification | NCT-CRC | Weighted F1 Score87.1 | 16 | |
| Bag-level classification | NCT-CRC 70% positive patch ratio | AUC1 | 9 | |
| Bag-level classification | NCT-CRC 50% positive patch ratio | AUC100 | 9 | |
| Bag-level classification | NCT-CRC 20% positive patch ratio | AUC1 | 9 | |
| Bag-level classification | NCT-CRC 10% positive patch ratio | AUC100 | 9 | |
| Classification | NCT-CRC | Top-1 Accuracy90.6 | 9 | |
| Out-of-Distribution Detection | NCT-CRC (test) | Accuracy98.3 | 9 | |
| Image Classification | NCT-CRC-HE-100K Original (test) | Accuracy95.6 | 7 | |
| Image Classification | NCT-CRC | Accuracy0.7702 | 6 | |
| Saliency map faithfulness evaluation | NCT-CRC | Deletion AUC0.6842 | 4 |