generally, the  dim of convolution output is multiple, but how sigmoid (or any other activition function) output one value?
for example, for a given last convolution output 1x1x2048, the output of sigmoid should be 1x1x2048, how does the output change to be one dim value (class number or convolution output )?
sorry for so stupid question, but i am just a little confused. thanks!