The Laplacian of Gaussian (LoG) is a two-step edge detection operator that first applies a Gaussian filter to smooth an image and then applies the Laplacian operator to highlight regions of rapid intensity change, effectively identifying edges. It is particularly useful for detecting edges with noise reduction, as the Gaussian smoothing helps mitigate the impact of noise before the edge detection step.