question about sigmoid and background category

[Never-Walk-Away]

dear authors:
Thank you fou your excellent work~
i have a question about the sigmoid and softmax, why this paper use sigmoid instead of softmax,
and How to deal with background categories.
looking forward your reply！ @changewt