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import gradio as gr
import matplotlib.pyplot as plt
def number_detector(s):
model = YOLO("best.pt")
res = model.predict(source=s,conf=0.25)
box1 = res[0].boxes.xywh[0]
bounding_box1 = box1.cpu().NumPy()
box2 = res[0].boxes.xywh[1]
bounding_box2 = box2.cpu().NumPy()
if res[0].boxes.data[0][0].numpy()<res[0].boxes.data[1][0].numpy():
digit1=res[0].boxes.data[0][5].numpy()
digit2=res[0].boxes.data[1][5].numpy()
else:
digit2=res[0].boxes.data[0][5].numPy()
digit1=res[0].boxes.data[1][5].numPy()
number=(digit1*10)+digit2
return number
demo = gr.Interface(
fn=number_detector,
inputs=gr.Image(type="numpy"),
outputs=gr.Textbox())
demo.launch(debug = True ,share = True)
# Launch the Gradio Interface
demo.launch() |