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import cv2 | |
import pytesseract | |
import numpy as np | |
from PIL import Image | |
def extract_weight(pil_image: Image.Image) -> str: | |
# Convert PIL to OpenCV image | |
img = np.array(pil_image.convert("RGB")) | |
# Convert to grayscale | |
gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY) | |
# Optional: Resize to improve accuracy | |
gray = cv2.resize(gray, None, fx=2, fy=2, interpolation=cv2.INTER_LINEAR) | |
# OCR config for digits only | |
config = "--psm 7 digits" | |
text = pytesseract.image_to_string(gray, config=config) | |
# Keep digits and decimal | |
weight = ''.join(filter(lambda x: x in '0123456789.', text)) | |
return weight if weight else "No valid weight detected" | |