Create app.py
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app.py
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import streamlit as st
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import cv2
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import numpy as np
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from LicensePlateAuthorizer import LicensePlateAuthorizer
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# Initialize the License Plate Authorizer
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lpa = LicensePlateAuthorizer()
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# Streamlit interface
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st.title("Real-Time License Plate Detection")
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st.write("This app captures video from your webcam and detects license plates in real time.")
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# Start video capture
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cap = cv2.VideoCapture(0)
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if not cap.isOpened():
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st.error("Could not open webcam.")
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else:
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stframe = st.empty() # Placeholder for video frames
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# Run real-time detection
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while True:
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ret, frame = cap.read()
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if not ret:
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st.error("Failed to grab frame.")
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break
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# Process the frame using your model
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processed_frame = lpa.forward(frame)
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if processed_frame is not None:
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# Convert frame to RGB (Streamlit expects images in RGB format)
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processed_frame_rgb = cv2.cvtColor(processed_frame, cv2.COLOR_BGR2RGB)
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stframe.image(processed_frame_rgb, channels="RGB")
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# Stop the loop if the user presses 'q' or closes the app
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if st.button("Stop"):
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break
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cap.release()
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cv2.destroyAllWindows()
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st.write("Stopped the webcam.")
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