Question on sliding chunks

Thank you for your work.  I just have one question about the implementation. I wonder if the chunk size could be reduced to one pixel, like the central pixel within the convolution. In this case, other neighboring chunks would become neighboring pixels in convolution. I am curious about the motivation of chunk within this implementation. 