Create app.py

app.py

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+import gradio as gr
+from anti_spoofing import AntiSpoofingSystem
+
+# Assume this function is a refactored method that processes one image at a time
+def process_frame(image):
+    anti_spoofing_system = AntiSpoofingSystem()
+    
+    # Convert the image to the format expected by your anti-spoofing system
+    processed_image, blink_count, hand_gesture_detected, smartphone_detected = anti_spoofing_system.process_single_frame(image)
+    
+    # Return the results along with the processed image
+    return processed_image, blink_count, hand_gesture_detected, smartphone_detected
+
+# Create the Gradio interface
+iface = gr.Interface(
+    fn=process_frame,
+    inputs=gr.inputs.Image(shape=(720, 1280)),
+    outputs=[
+        gr.outputs.Image(type="auto", label="Processed Image"),
+        gr.outputs.Textbox(label="Blink Count"),
+        gr.outputs.Textbox(label="Hand Gesture Detected"),
+        gr.outputs.Textbox(label="Smartphone Detected")
+    ],
+    title="Anti-Spoofing System",
+    description="Upload an image to check for spoofing indicators."
+)
+
+# Run the Gradio app
+if __name__ == "__main__":
+    iface.launch()