Update app.py

app.py

@@ -42,11 +42,18 @@ def classify_images(img_ultrasound, img_oct, img_fundus, img_fluorescence):
         else:
             detailed_predictions.append(f"{key}: No image provided")
 
-    # Final decision logic here, if applicable
+    # Calculate the final decision based on provided predictions
+    if predictions:
+        final_decision_count = max(set(predictions), key=predictions.count)
+        final_decision = f"Final Decision: {final_decision_count} based on {len(predictions)} inputs."
+    else:
+        final_decision = "No final decision (Insufficient data)"
+    
+    detailed_predictions.append(final_decision)
     
     return "\n".join(detailed_predictions)
 
-# Define the Gradio interface inputs without using 'optional=True'
+# Define the Gradio interface inputs
 inputs = [gr.Image(label=f"{modality} Image") for modality in modality_keys]
 output = gr.Text(label="Predictions")