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where x is the actual pixel value of the input data and y is the corresponding reconstructed output pixel. N refers to the total number of pixels in the input data. For example, if the input data is an image of size 28 x 28, then N would be equal to 784 (i.e., 28 x 28). The formula for BCE loss