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Update app.py
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app.py
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@@ -6,42 +6,46 @@ from datetime import datetime
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import re
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from PIL import Image
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# Initialize PaddleOCR
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ocr = PaddleOCR(use_angle_cls=True, lang='en') #
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def detect_weight(image):
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# Gradio UI
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gr.Interface(
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import re
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from PIL import Image
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# Initialize PaddleOCR once
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ocr = PaddleOCR(use_angle_cls=True, lang='en') # English OCR model
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def detect_weight(image):
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try:
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if image is None:
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return "No image uploaded", "N/A", None
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# Convert PIL image to RGB numpy array
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image = image.convert("RGB")
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image_np = np.array(image)
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# Convert to grayscale and enhance contrast
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gray = cv2.cvtColor(image_np, cv2.COLOR_RGB2GRAY)
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enhanced = cv2.equalizeHist(gray)
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rgb_image = cv2.cvtColor(enhanced, cv2.COLOR_GRAY2RGB)
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# Perform OCR
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result = ocr.ocr(rgb_image, cls=True)
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best_match = None
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best_conf = 0
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for line in result:
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for box in line:
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text, conf = box[1]
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match = re.search(r"\d+\.\d+", text)
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if match and conf > best_conf:
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best_match = match.group()
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best_conf = conf
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if best_match:
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now = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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return f"Weight: {best_match} kg (Confidence: {round(best_conf * 100, 2)}%)", now, image
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else:
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return "No weight detected kg (Confidence: 0.0%)", "N/A", image
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except Exception as e:
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# Show error in output instead of crashing
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return f"Error: {str(e)}", "Error", None
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# Gradio UI
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gr.Interface(
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