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Update ocr_engine.py
Browse files- ocr_engine.py +11 -15
ocr_engine.py
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@@ -1,32 +1,28 @@
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import numpy as np
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import re
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import cv2
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import
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def extract_weight_from_image(pil_img):
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try:
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img = np.array(pil_img)
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#
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gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
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#
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#
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_, thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)
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# Run Tesseract OCR
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custom_config = r'--oem 3 --psm 6'
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text = pytesseract.image_to_string(thresh, config=custom_config)
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print("OCR Text:", text)
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# Extract weight pattern like 25.50 or 150
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match = re.search(r"\b\d{1,4}\.?\d{0,2}\b", text)
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if match:
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return match.group(), 95.0
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else:
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return "No weight detected", 0.0
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except Exception as e:
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return f"Error: {str(e)}", 0.0
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import pytesseract
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import numpy as np
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import cv2
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import re
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def extract_weight_from_image(pil_img):
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try:
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img = np.array(pil_img)
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# Preprocessing
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gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
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resized = cv2.resize(gray, None, fx=2, fy=2, interpolation=cv2.INTER_CUBIC)
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blur = cv2.GaussianBlur(resized, (5, 5), 0)
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_, thresh = cv2.threshold(blur, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)
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# OCR using pytesseract
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config = "--psm 6" # Assume a single uniform block of text
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text = pytesseract.image_to_string(thresh, config=config)
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print("OCR Output:", text)
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# Regex to find weight-like numbers
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match = re.search(r"\b\d{1,4}\.?\d{0,2}\b", text)
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if match:
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return match.group(), 95.0
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else:
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return "No weight detected", 0.0
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except Exception as e:
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return f"Error: {str(e)}", 0.0
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