Yes, I try this one,  to deliver the data to each sub-process by queue.  I find that queue need to pickle and unpickle operation, but my data is numpy image which has shape 416x416x3. The pickle and unpickle speed a lot of time. It is not efficient than for loop, so I give up. Thanks a lot.