Update README.md

README.md

@@ -1,19 +1,26 @@
----
-license: mit
-datasets:
-- pawlo2013/EarthLoc_2021_Database
-base_model:
-- facebook/dinov2-base
-pipeline_tag: image-feature-extraction
----
+---
+license: mit
+datasets:
+- pawlo2013/EarthLoc_2021_Database
+base_model:
+- facebook/dinov2-base
+pipeline_tag: image-feature-extraction
+---
 
 
 ## EarthLoc2 model 
 
 This is the EarthLoc2 model = DINOv2 base with SALAD aggregator out dim = 3072.
-Achieves R@10 = 90.6 on the original EarthLoc test and val sets (when retrieving against whole db as is)
+
 Trained on the original EarthLoc dataset (zooms 9,10,11) , in range -60,60 latitude, polar regions not supported.
+
+Training included additional queries which were not part of the test/val sets
+
+
+Achieves R@10 = 90.6 on the original EarthLoc test and val sets (when retrieving against whole db as is).
+
 5000 iterations with a batch size of 96. 
+
 See EarthLoc for more details https://earthloc-and-earthmatch.github.io/