Are There Common Values of Standard Deviation for Gaussian Noise of an Image?
You can easily have a look on the values of the STD on Image Denoising Papers:


The range of 1-15 is considered low.
The range 15-30 is considered medium.
The range 30-50 (Even above) is considered high.


The above values is for images in the range [0, 255].