white noise in images
Yes, the noise is wide-band. 

A challenge in images resides in lowering the high-frequency noise components, while preserving the local high-frequency features of the contours and the textures, where you have fewer pixels to estimate a consistent denoised value. 

On low-frequency parts, the data is generally more regular or smooth, and getting rid of the noise is often performed more easily by averaging over neighboring pixels.