Update app.py

app.py

@@ -155,9 +155,8 @@ class Model:
         return image
 
 def create_demo():
-    TITLE = '# [λ-Eclipse Demo](https://eclipse-t2i.github.io/Lambda-ECLIPSE/)'
 
-    USAGE = '''To run the demo, you should:   
+    USAGE = '''## To run the demo, you should:   
     1. Upload your image.   
     2. <span style='color: red;'>**Upload a masked subject image with white blankspace or whiten out manually using brush tool.**
     3. Input a Keyword i.e. 'Dog'
@@ -171,7 +170,13 @@ def create_demo():
     model = Model()
 
     with gr.Blocks() as demo:
-        gr.Markdown(TITLE)
+        gr.Markdown(
+            """<h1 style="text-align: center;"><b><i>λ-ECLIPSE</i>: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space</b></h1>
+            <h1 style='text-align: center;'><a href='https://eclipse-t2i.github.io/Lambda-ECLIPSE/'>Project Page</a> | <a href='#'>Paper</a>  </h1>
+            <p style="text-align: center; color: red;">This demo is currently hosted on CPU. We will soon provide the GPU support.</p>
+            <p style="text-align: center; color: red;">Please follow the instructions from here to run it locally: <a href="https://github.com/eclipse-t2i/lambda-eclipse-inference">GitHub Inference Code</a></p>
+            """
+        )
         gr.Markdown(USAGE)
         with gr.Row():
             with gr.Column():