gdp:

(2) use scale and bias parameters for each element in the same channel of every examples in the minibatch (i.e. CHW scale and bias parameters)


No, you would have HW scale and bias parameters. Basically the number of such parameters is equal to the number of elements you normalized over (in each computation of mean and variance).