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from detect import *
from pathlib import Path
# Get the current script's directory
script_dir = Path(__file__).resolve().parent
# Define the relative path to the weights file
weights_path = script_dir / 'runs/train/exp17/weights/best.pt'
def yolo_inference(image):
import tempfile
temp_dir = tempfile.TemporaryDirectory()
temp_path = Path(temp_dir.name) / "input_image.jpg"
output_path = Path(temp_dir.name) / "output_image.jpg"
image.save(temp_path)
run(weights=weights_path, source=str(temp_path), project=str(temp_dir.name), name='result', exist_ok=True)
result_image_path = list((Path(temp_dir.name) / 'result').glob('*.jpg'))[0]
result_image = Image.open(result_image_path)
return result_image
interface = gr.Interface(
fn=yolo_inference,
inputs=gr.Image(type="pil"),
outputs=gr.Image(type="pil"),
title="YOLO Fighter Jet Detection",
description="Upload an image to detect objects using YOLO."
)
interface.launch() |