Update README.md

README.md

@@ -23,16 +23,6 @@ model-index:
 
 NASA GeneLab VisionTransformer on BPS Microscopy Data
 
-## Example Images
-
-#### High_Energy_Ion_Fe_Nuclei
-
-![High_Energy_Ion_Fe_Nuclei](images/High_Energy_Ion_Fe_Nuclei)
-
-#### XRay_irradiated_Nuclei
-
-![XRay_irradiated_Nuclei](images/XRay_irradiated_Nuclei)
-
 ## Authors:
 [Frank Soboczenski](https://h21k.github.io/), University of York & King's College London, UK<br>
 [tba]
@@ -56,13 +46,13 @@ We will include more technical details here soon.
 Additional images for testing can be found at: 
 [Solar Dynamics Observatory Gallery](https://sdo.gsfc.nasa.gov/gallery/main)
 
-### NASA_SDO_Coronal_Hole
+#### High_Energy_Ion_Fe_Nuclei
 
-![NASA_SDO_Coronal_Hole](images/NASA_SDO_Coronal_Hole2.jpg)
+![High_Energy_Ion_Fe_Nuclei](images/High_Energy_Ion_Fe_Nuclei)
 
-### NASA_SDO_Coronal_Loop
+#### XRay_irradiated_Nuclei
 
-![NASA_SDO_Coronal_Loop](images/NASA_SDO_Coronal_Loop.jpg)
+![XRay_irradiated_Nuclei](images/XRay_irradiated_Nuclei)
 
 ## Training data
 The ViT model was pretrained on a dataset consisting of 14 million images and 21k classes ([ImageNet-21k](http://www.image-net.org/).