Update app.py

Removed endpoints which caused errors

app.py

@@ -22,12 +22,8 @@ endpoints = [
     "Salesforce/blip-image-captioning-base",
     "nlpconnect/vit-gpt2-image-captioning",
     "microsoft/git-base",
-    "microsoft/kosmos-2-patch14-224",
     "microsoft/git-large-textcaps",
     "microsoft/git-large-r-coco",
-    "facebook/nougat-base",
-    "Norm/nougat-latex-base",
-    "bipin/image-caption-generator",
 ]
 
 
@@ -77,10 +73,10 @@ def captioner(image):
     for endpoint, result in results.items():
         if "error" not in result:
             caption = (
-                f"**{endpoint}**: \n\n {result[0]['generated_text']} \n\n\n "
+                f"## {endpoint}: \n {result[0]['generated_text']} \n\n\n"
             )
         else:
-            caption = f"**{endpoint}**: \n\n Error - {result['error']} \n\n\n "
+            caption = f"## {endpoint}: \n Error - {result['error']} \n\n\n"
         captions.append(caption)
     return "".join(captions)  # Join all captions into a single string
 
@@ -90,8 +86,8 @@ demo = gr.Interface(
     fn=captioner,
     inputs=[gr.Image(label="Upload image", type="pil")],
     outputs=gr.Markdown(label="Captions"),
-    title="COMPARE DIFFERENT IMAGE CAPTIONING MODELS",
-    description="Upload an image and see how different models caption it",
+    title="Captioning Comparison",
+    description="Upload an image and see how different models describe it!",
     allow_flagging="never",
     examples=[
     "example_1.jpg",