Description changes

app.py

@@ -30,10 +30,10 @@ def select_model():
 
 st.title("DietNeRF")
 caption = (
-    "**DietNeRF** achieves SoTA few-shot learning capacity in 3D model reconstruction. "
+    "`DietNeRF` achieves state-of-the-art few-shot learning capacity in 3D model reconstruction. "
     "Thanks to the 2D supervision by `CLIP (aka. Semantic Consisteny Loss)`, "
     "it can render novel and challenging views with `ONLY 8 training images`, "
-    "**outperforming** [original NeRF](https://www.matthewtancik.com/nerf)!"
+    "**outperforming** original [NeRF](https://www.matthewtancik.com/nerf)!"
 )
 st.markdown(caption)
 st.markdown("")
@@ -143,5 +143,5 @@ with st.spinner("Rendering View..."):
         st.markdown(
             "> 📒 NOTE: The views may look similar to you but see the "
             "[Experimental Results](https://www.notion.so/DietNeRF-Putting-NeRF-on-a-Diet-4aeddae95d054f1d91686f02bdb74745#0f6bc8f1008d4765b9b4635999626d4b) "
-            "section in our report to get a detailed comparison of differences between DietNeRF and NeRF."
+            "section in our report to get a detailed comparison of differences between `DietNeRF` and `NeRF`."
         )