Update README.md

README.md

@@ -107,23 +107,18 @@ This model is intended for research purposes in the field of neuropathology.
 * **dinov3-large:** [facebook/dinov3-vitl16-pretrain-sat493m](https://huggingface.co/facebook/dinov3-vitl16-pretrain-sat493m)
 * **uni:** [MahmoodLab/UNI](https://huggingface.co/MahmoodLab/UNI)
 * **uni2:** [MahmoodLab/UNI2](https://huggingface.co/MahmoodLab/UNI2)
-* **prov-gigapath:** [prov-gigapath/prov-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)  
-
-
-#### Linear Probe Comparison
-| Model | Accuracy | F1 | Precision | Recall |
-|---|---|---|---|---|
-| dinov3-base | 0.643 | 0.620 | 0.640 | 0.643 |
-| dinov2-with-registers-giant (Hierarchical) | **0.845** | **0.837** | **0.838** | **0.845** |
-| uni | 0.767 | 0.762 | 0.760 | 0.767 |
-| dinov3-7b | 0.664 | 0.631 | 0.711 | 0.664 |
-| dinov3-small | 0.508 | 0.449 | 0.626 | 0.508 |
-| dinov3-small-plus | 0.586 | 0.534 | 0.635 | 0.586 |
-| dinov3-huge | 0.493 | 0.448 | 0.583 | 0.493 |
-| uni2 | 0.775 | 0.763 | 0.764 | 0.775 |
-| prov-gigapath | 0.770 | 0.767 | 0.767 | 0.770 |
-| dinov2-with-registers-giant | 0.646 | 0.633 | 0.638 | 0.646 |
-| dinov3-large | 0.690 | 0.669 | 0.683 | 0.690 |
+* **prov-gigapath:** [prov-gigapath/prov-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
+* 
+### Unified Model Performance Comparison (Representation & Clustering Only)
+
+| Model | Linear F1 ↑ | k-NN F1 ↑ | AMI ↑ | DBI ↓ | Silhouette ↑ |
+|-------|-------------|-----------|--------|--------|----------------|
+| **MAD-NP** | **0.9307** | **0.9286** | **0.7668** | **1.2821** | N/A |
+| UNI2 | 0.9252 | 0.9209 | 0.4478 | 2.3078 | N/A |
+| Prov-GigaPath | 0.9273 | 0.9215 | 0.4732 | 2.0342 | N/A |
+| UNI | 0.9245 | 0.9284 | 0.2975 | 1.9559 | N/A |
+| DINOv2-Giant (FT) | 0.9146 | 0.9092 | 0.5275 | 1.4133 | N/A |
+| Virchow2 | 0.9135 | 0.9072 | 0.3597 | 1.2867 | N/A |