app.py

import streamlit as st
from ultralytics import YOLO

model = YOLO("./models/yolov8-best.pt")
classNames = ["license-plate", "vehicle"]

st.title("Number Plate and Vehicle Detection using YOLOv8")

st.write("This is a web app to detect number plates and vehicles in images using YOLOv8.")

image = st.file_uploader("Upload an image", type=["jpg", "jpeg", "png"])

if image is not None:
    st.image(image, caption="Uploaded Image", use_column_width=True)
    img = image.read()
    results = model.predict(image, conf=0.5)
    json_results = results[0].tojson()
    st.write(json_results)