The Statistical Cost of Zero Padding in Convolutional Neural Networks (CNNs)

Zero padding in CNNs adds zero-valued pixels around image borders, enabling kernels to process edge pixels and control spatial dimension reduction. This technique balances feature preservation with computational efficiency in deep learning models.