Let’s calculate the output of the sharpen kernel for the matrix provided. The sharpen kernel is applied centered at coordinate (2,3).
Understand the Problem
The question is asking us to calculate the output of applying a sharpen kernel to a specific matrix at a given coordinate. We need to extract a 3x3 region from the matrix centered at (2,3) and then perform the convolution operation with the sharpen kernel provided.
Answer
7
Answer for screen readers
The result of applying the sharpen kernel at the coordinate (2,3) is 7.
Steps to Solve
- Define the Sharpen Kernel
The sharpen kernel is a 3x3 matrix that enhances the edges in an image. A typical sharpen kernel is defined as:
$$ K = \begin{bmatrix} 0 & -1 & 0 \ -1 & 5 & -1 \ 0 & -1 & 0 \end{bmatrix} $$
- Extract the 3x3 Region
Next, we need to extract the 3x3 region from the original matrix centered at the coordinate (2,3). Assuming the matrix is:
$$ M = \begin{bmatrix} 1 & 1 & 1 & 1 & 1 \ 1 & 2 & 2 & 2 & 1 \ 1 & 2 & 3 & 2 & 1 \ 1 & 2 & 2 & 2 & 1 \ 1 & 1 & 1 & 1 & 1 \end{bmatrix} $$
The 3x3 region centered at (2,3) (using 0-based indexing) is:
$$ R = \begin{bmatrix} 2 & 2 & 1 \ 2 & 3 & 2 \ 2 & 2 & 1 \end{bmatrix} $$
- Perform the Convolution Operation
The convolution operation involves multiplying corresponding elements in the kernel and the region, and then summing the results.
Let’s calculate this step-by-step:
- For the center of the sharpen kernel and extracted region:
$$ (0 * 2) + (-1 * 2) + (0 * 1) + (-1 * 2) + (5 * 3) + (-1 * 2) + (0 * 2) + (-1 * 2) + (0 * 1) $$
- Sum the Products
Calculating the sum:
- Contributing products:
- $0*2 = 0$
- $-1*2 = -2$
- $0*1 = 0$
- $-1*2 = -2$
- $5*3 = 15$
- $-1*2 = -2$
- $0*2 = 0$
- $-1*2 = -2$
- $0*1 = 0$
Now sum these results:
$$ 0 + (-2) + 0 + (-2) + 15 + (-2) + 0 + (-2) + 0 = 7 $$
- Output the Final Result
The final result after applying the sharpen kernel at the coordinate (2,3) is 7.
The result of applying the sharpen kernel at the coordinate (2,3) is 7.
More Information
The use of convolution with a sharpen kernel helps enhance the edges in the image, making it visually sharper. It’s a common technique in image processing.
Tips
- Incorrect Region Extraction: Make sure the correct 3x3 section is taken from the matrix; always check the specified coordinate.
- Miscalculating Products: Be careful to accurately multiply and sum each corresponding element correctly, as small mistakes can significantly affect the final result.
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