Update app.py

app.py

@@ -470,7 +470,7 @@ def create_gradio_app():
         gr.HTML("""
         <div class="main-header">
             <h1>🧠 Bioset - Brain Tumor MRI Detection</h1>
-            <p>Advanced AI-powered MRI analysis with explainable attention visualization with Enhanced Grad-CAM++</p>
+            <p>Advanced AI-powered MRI analysis with explainable attention visualization with Enhanced Grad-CAM++.</p>
         </div>
         """)
         
@@ -483,6 +483,22 @@ def create_gradio_app():
             
         gr.Markdown("""
         ---
+        > Please read the disclaimer at the bottom of the page first before use.
+
+        ### Model statistics:
+        **accuracy:** `0.9913`
+        **val_accuracy:** `0.8824`
+        ```
+        --- Classification Report ---
+              precision    recall  f1-score   support
+
+          no       0.89      0.85      0.87        20
+         yes       0.91      0.94      0.92        31
+
+    accuracy                           0.90        51
+   macro avg       0.90      0.89      0.90        51
+weighted avg       0.90      0.90      0.90        51
+        ```
         
         ## 📖 How to Use:
         1. **Upload an MRI brain scan** (JPEG, PNG, or other image formats)