fix: diagram image

app.py

@@ -146,9 +146,20 @@ with gr.Blocks(
         
         ### Sample Results
         Here are some example outputs from our method:
-        
-        ![LPN Diagram](imgs/lpn_diagram.png)
-        
+        """
+        )
+
+        # Add the diagram as a separate Image component instead of Markdown
+        gr.Image(
+            value="imgs/lpn_diagram.png",
+            show_label=False,
+            interactive=False,
+            show_download_button=False,
+            show_fullscreen_button=False,
+        )
+
+        gr.Markdown(
+            """
         ### Technical Details
         Our approach uses a novel coordinate-conditioning mechanism that allows precise control over the generated patterns. The heatmap visualization shows the distribution of pattern characteristics across the latent space.