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Why does increasing the sigma value in gaussian_filter cause the image to become more blurred?

hard📝 Conceptual Q10 of 15
SciPy - Image Processing (scipy.ndimage)
Why does increasing the sigma value in gaussian_filter cause the image to become more blurred?
ABecause sigma controls the image brightness
BBecause a larger sigma increases the size of the Gaussian kernel, averaging more pixels
CBecause sigma changes the image resolution
DBecause sigma adds noise to the image
Step-by-Step Solution
Solution:
  1. Step 1: Understand Gaussian kernel and sigma

    Sigma defines the standard deviation of the Gaussian kernel, which determines how wide the kernel is.
  2. Step 2: Effect of kernel size on blurring

    A larger sigma means a wider kernel that averages over more pixels, causing more blur.
  3. Final Answer:

    Because a larger sigma increases the size of the Gaussian kernel, averaging more pixels -> Option B
  4. Quick Check:

    Higher sigma = larger kernel = more blur = A [OK]
Quick Trick: Larger sigma means wider kernel, more blur [OK]
Common Mistakes:
  • Confusing sigma with brightness
  • Thinking sigma changes resolution
  • Assuming sigma adds noise

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