sigma is always about sqrt(variance)

sigma in BM refers to the sqrt of variance parameter, the thingy before the dB

 

sigma in a GBM refers to the thingy before the  dB

 

In all cases, sigma has the same dimension as the walker variable, such as meter, whereas variance has dimension X² like meter² .