Calculate the output produced if a 3 x 3 midpoint filter were applied to a window, w, centred at coordinate (2, 2). Round any answer ∈ R/N to be ∈ N, and round .5 upwards.
Understand the Problem
The question is asking to apply a 3 x 3 midpoint filter to a specified coordinate in an 8-bit grayscale image matrix. The goal is to calculate the output value by using the given formula and rounding the result appropriately.
Answer
$111$
Answer for screen readers
$111$
Steps to Solve
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Extract the window values We need to identify the $3 \times 3$ window centered at coordinate $(2, 2)$ in the matrix. The corresponding values are:
$$ \begin{bmatrix} 88 & 111 & 191 \ 102 & 152 & 191 \ 30 & 166 & 53 \end{bmatrix} $$
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Determine the maximum value From the extracted window, we find the maximum value:
- The maximum is $191$.
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Determine the minimum value Next, we find the minimum value from the same window:
- The minimum is $30$.
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Apply the midpoint formula Using the midpoint formula:
$$ \text{midpoint}(w) = \frac{\text{max}(w) + \text{min}(w)}{2} $$
We substitute the values obtained:
$$ \text{midpoint}(w) = \frac{191 + 30}{2} $$
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Calculate the midpoint Calculating gives:
$$ \text{midpoint}(w) = \frac{221}{2} = 110.5 $$
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Round the result Finally, we round $110.5$ to the nearest integer upwards, yielding:
- Final rounded value is $111$.
$111$
More Information
The midpoint filter is commonly used in image processing to reduce noise and smooth images while preserving edges. It works by averaging the maximum and minimum pixel values in a specified window.
Tips
- Incorrectly identifying window values: Always carefully check the coordinates to ensure you use the right values.
- Forgetting to round the final value: Ensure to apply rounding as specified in the problem.
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