It is my understanding that you would want to calculate noise in a gray image.
The function estimate_noise inputs a grayscale image I and returns Sigma, the noise estimate. Here is a sample use:
I = rgb2gray(imread('sample.jpg')); ( can be skipped when input image is gray)
Sigma=estimate_noise(I);
Refer to this link for more details:
