deletions | additions       diff --git a/res_pre.md b/res_pre.md  index 6dba77c..4c6f6d1 100644  --- a/res_pre.md  +++ b/res_pre.md 
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\left( \begin{array}{ccc}  ^1/_{16} & ^1/_{16} & ^1/_{16}\\\\  ^1/_{16} & ^1/_{2}& ^1/_{16}\\\\  ^1/_{16} & ^1/_{16} & 1/16 ^1/_16  \end{array} \right) \]  Convolving the image with this kind of kernel reduces the noise while retaining more of the original signal than simple averaging. Contributions from the i-th layer around the center will have the same weight as the central pixel. In this work we use the kernel with \(n=1\).