Update app.py

app.py

@@ -125,7 +125,7 @@ def predict_bone_age(Radiograph, Sex, Heatmap):
         return "Error during prediction", str(e), None
 
 
-# Gradio UI remains the same
+# Gradio UI
 image = gr.Image(image_mode="L")
 sex = gr.Radio(["Male", "Female"], type="index", label="Sex")
 generate_heatmap = gr.Radio(["No", "Yes"], type="index", label="Generate Heatmap?")
@@ -136,22 +136,22 @@ grad_cam_image = gr.Image(image_mode="RGB", label="Heatmap / Image")
 with gr.Blocks() as demo:
     gr.Markdown(
         """
-    # Deep Learning Model for Pediatric Bone Age
+# Deep Learning Model for Pediatric Bone Age
 
-    This model predicts the bone age from a single frontal view hand radiograph. Read more about the model here:
-    <https://huggingface.co/ianpan/bone-age>
+This model predicts the bone age from a single frontal view hand radiograph.
 
-    There is also an option to output a heatmap over the radiograph to show regions where the model is focusing on
-    to make its prediction. However, this takes extra computation and will increase the runtime.
+There is also an option to output a heatmap over the radiograph to show regions where the model is focusing on
+to make its prediction. However, this takes extra computation and will increase the runtime.
 
-    This model is for demonstration purposes only and has NOT been approved by any regulatory agency for clinical use. The user assumes
-    any and all responsibility regarding their own use of this model and its outputs. Do NOT upload any images containing protected
-    health information, as this demonstration is not compliant with patient privacy laws.
+This model is for demonstration purposes only and has NOT been approved by any regulatory agency for clinical use. The user assumes
+any and all responsibility regarding their own use of this model and its outputs. Do NOT upload any images containing protected
+health information, as this demonstration is not compliant with patient privacy laws.
 
-    Created by: Ian Pan, <https://ianpan.me>
-    
-    Last updated: December 16, 2024
-    """
+**System by Simon**  
+Contact: ithacks254@gmail.com
+
+Forensic age estimation support tool – AI-assisted only. Always verify with qualified expert.
+"""
     )
     gr.Interface(
         fn=predict_bone_age,