Spaces:
Runtime error
Runtime error
import easyocr | |
import numpy as np | |
import re | |
import cv2 | |
reader = easyocr.Reader(['en'], gpu=False) | |
def extract_weight_from_image(pil_img): | |
try: | |
img = np.array(pil_img) | |
# Convert to grayscale | |
gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY) | |
# Resize to improve OCR accuracy | |
resized = cv2.resize(gray, None, fx=2, fy=2, interpolation=cv2.INTER_CUBIC) | |
# Blur and threshold | |
blurred = cv2.GaussianBlur(resized, (5, 5), 0) | |
_, thresh = cv2.threshold(blurred, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU) | |
# OCR | |
result = reader.readtext(thresh, detail=0) | |
text = " ".join(result) | |
print("OCR Text:", text) | |
# Regex to find weight like 002.50 or 55.3 | |
match = re.search(r"\b\d{2,4}\.?\d{0,2}\b", text) | |
if match: | |
return match.group(), 95.0 | |
else: | |
return "No weight detected", 0.0 | |
except Exception as e: | |
return f"Error: {str(e)}", 0.0 | |