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Update app.py
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app.py
CHANGED
@@ -6,53 +6,48 @@ import re
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from datetime import datetime
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import pytz
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# Load EasyOCR model (
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reader = easyocr.Reader(['en'], gpu=False)
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#
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def enhance_image(image):
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image = image.convert("L") # Grayscale
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image = ImageOps.invert(image)
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image = ImageEnhance.Contrast(image).enhance(2.
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image = ImageEnhance.Sharpness(image).enhance(2.5)
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image = image.resize((image.width * 2, image.height * 2))
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return image
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#
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def detect_weight(image):
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try:
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# Enhance
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processed_image = enhance_image(image)
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# Convert to array
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np_image = np.array(processed_image)
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# OCR
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result = reader.readtext(np_image, detail=0)
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#
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match = re.search(r"\d{1,4}
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weight = match.group(0) if match else "Not detected"
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# IST
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ist = pytz.timezone("Asia/Kolkata")
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return f"Weight: {weight} kg\nCaptured At: {
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except Exception as e:
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return f"Error: {str(e)}", image
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# Gradio
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interface = gr.Interface(
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fn=detect_weight,
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inputs=gr.Image(type="pil", label="Upload or Capture Image"),
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outputs=[
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],
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title="⚖️ Auto Weight Detector (Decimal Accurate)",
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description="Detects exact weight including decimals (e.g., 52.75 kg) using EasyOCR. Shows IST time."
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)
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interface.launch()
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from datetime import datetime
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import pytz
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# Load EasyOCR model (CPU only)
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reader = easyocr.Reader(['en'], gpu=False)
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# Image enhancement
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def enhance_image(image):
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image = image.convert("L") # Grayscale
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image = ImageOps.invert(image)
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image = ImageEnhance.Contrast(image).enhance(2.5)
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image = ImageEnhance.Sharpness(image).enhance(2.5)
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image = image.resize((image.width * 2, image.height * 2))
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return image
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# Detect weight from image
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def detect_weight(image):
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try:
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processed_image = enhance_image(image)
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np_image = np.array(processed_image)
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# Perform OCR
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result = reader.readtext(np_image, detail=0)
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full_text = " ".join(result)
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print("OCR Output:", full_text) # DEBUGGING LINE
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# Match both integer and decimal
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match = re.search(r"\d{1,4}(?:\.\d{1,4})?", full_text)
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weight = match.group(0) if match else "Not detected"
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# Get IST time
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ist = pytz.timezone("Asia/Kolkata")
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current_time = datetime.now(ist).strftime("%Y-%m-%d %H:%M:%S")
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return f"Weight: {weight} kg\nCaptured At: {current_time} (IST)\n\nRaw OCR: {full_text}", image
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except Exception as e:
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return f"Error: {str(e)}", image
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# Gradio UI
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interface = gr.Interface(
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fn=detect_weight,
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inputs=gr.Image(type="pil", label="Upload or Capture Image"),
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outputs=[gr.Textbox(label="Weight Info"), gr.Image(label="Snapshot")],
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title="⚖️ Accurate Auto Weight Detector (with Decimal)",
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description="Detects weight from digital scale image using EasyOCR (no Tesseract). Shows IST timestamp."
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)
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interface.launch()
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