Thanks for your correction. So is the following understanding correct?
Assuming the input minibatch is of size (N, C, H, W). For each example, the elements in all channels (CHW elements) are used to compute the mean and variance to normalize that example, and  there are NCHW scale and bias parameters for each element in each channel of each example.