After the final upTransition, input is 32 channels and should be processed through the 111 filter directly according to the image. but you first process the input through the kernel(555) and then kernel(111).So I can't understand why you do the extra step(kernel size 555), maybe I am wrong, please reply for me ,if you are free, thx