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Update ocr_engine.py
Browse files- ocr_engine.py +36 -16
ocr_engine.py
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import
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import
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weight = None
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confidence = 0.0
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confidence = conf
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break
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return weight, confidence
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import cv2
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import pytesseract
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import numpy as np
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from PIL import Image
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def extract_weight_from_image(pil_img):
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try:
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# Convert PIL image to OpenCV format
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img = pil_img.convert("RGB")
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img_np = np.array(img)
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img_cv = cv2.cvtColor(img_np, cv2.COLOR_RGB2BGR)
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# Convert to grayscale
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gray = cv2.cvtColor(img_cv, cv2.COLOR_BGR2GRAY)
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# Adaptive Thresholding for 7-segment LCD
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processed = cv2.adaptiveThreshold(
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gray, 255, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY_INV, 15, 10
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)
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# Resize to enhance small text
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resized = cv2.resize(processed, None, fx=2, fy=2, interpolation=cv2.INTER_LINEAR)
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# OCR config tuned for digit blocks
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config = r'--oem 3 --psm 7 -c tessedit_char_whitelist=0123456789.'
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# Run OCR
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text = pytesseract.image_to_string(resized, config=config)
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print("🔍 RAW OCR OUTPUT:", repr(text))
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# Clean the text
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weight = ''.join(c for c in text if c in '0123456789.')
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weight = weight.strip()
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confidence = 95 if weight else 0
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return weight, confidence
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except Exception as e:
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print("❌ OCR Error:", str(e))
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return "", 0
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