Update app.py

app.py

@@ -1,30 +1,28 @@
 import gradio as gr
 from anti_spoofing import AntiSpoofingSystem
 
-# Instantiate your AntiSpoofingSystem outside of the function to avoid re-loading models
+# Instantiate your AntiSpoofingSystem
 anti_spoofing_system = AntiSpoofingSystem()
 
 def process_frame(image):
-    # Since we're not processing a video stream, we process the single image
-    # Convert the image to grayscale, detect features, etc.
-    # Then return results (for this example, just returning the input image and dummy text)
+    # Process the single image
+    # This is a placeholder for your actual processing logic
     processed_image, blink_count, hand_gesture_detected, smartphone_detected = anti_spoofing_system.process_single_frame(image)
+    
+    # Return results
     return processed_image, f"Blink Count: {blink_count}", f"Hand Gesture Detected: {hand_gesture_detected}", f"Smartphone Detected: {smartphone_detected}"
 
-
-
-
 iface = gr.Interface(
     fn=process_frame,
-    inputs=gr.inputs.Image(type="pil", label="Upload Image or Use Webcam"),
+    inputs=gr.Image(type="pil", label="Upload Image or Use Webcam"),  # Directly using gr.Image
     outputs=[
-        gr.outputs.Image(type="pil", label="Processed Image"),
-        gr.outputs.Textbox(label="Blink Count"),
-        gr.outputs.Textbox(label="Hand Gesture Detected"),
-        gr.outputs.Textbox(label="Smartphone Detected")
+        gr.Image(type="pil", label="Processed Image"),  # Directly using gr.Image
+        gr.Textbox(label="Blink Count"),
+        gr.Textbox(label="Hand Gesture Detected"),
+        gr.Textbox(label="Smartphone Detected")
     ],
     title="Anti-Spoofing System",
     description="Upload an image or capture from webcam to check for spoofing indicators."
 )
 
-iface.launch()
+iface.launch()