Update README.md

README.md

@@ -19,4 +19,34 @@ Our contributions are as follows:
 
 <div style="position: relative; text-align: center;">
     <img src="./media/Maestro_Overview.png" alt="Classes distribution." style="width: 100%; display: block; margin: 0 auto;"/>
-</div>
+</div>
+
+<hr>
+
+## Pre-training Dataset
+
+
+<hr>
+
+## Cross-dataset Evaluation
+
+<p align="center">
+  <em>
+    Table 2 — Cross-dataset comparison of MAESTRO and adapted baseline FMs. The baseline FMs are adapted to handle an arbitrary number of dates and/or to retain all modality bands. <br>
+    We report wF1 (%) on TreeSatAI-TS and mIoU (%) on PASTIS-HD, FLAIR#2, and FLAIR-HUB.<br>
+  </em>
+
+| Model              | Pre-training dataset | TreeSatAI-TS | PASTIS-HD | FLAIR#2 | FLAIR-HUB |
+|--------------------|-----------------------|--------------|-----------|---------|-----------|
+| MAESTRO (ours)     | FLAIR-HUB             | **79.6**     | **68.0**  | -       | -         |
+| MAESTRO (ours)     | S2-NAIP urban         | 78.8         | 67.4      | 62.6    | 64.6      |
+| DINO-v2            | LVD-142M              | 76.7         | 64.4      | **64.2**| 66.0      |
+| DINO-v2 sat.       | Maxar Vivid2          | 76.3         | 64.0      | 63.5    | **66.0**  |
+| DOFA               | DOFA MM               | 76.0         | 62.9      | 62.3    | 65.1      |
+| CROMA              | SSL4EO                | 70.5         | 65.0      | 39.0    | 44.3      |
+| Prithvi-EO-2.0     | HLS                   | 75.6         | 66.2      | 41.8    | 44.9      |
+| SatMAE             | fMoW RGB+S            | 76.9         | 66.6      | 42.5    | 45.0      |
+</p>
+
+
+<hr>