  This notebook paper presents an overview and comparative analysis of our
systems designed for the following five tasks in ActivityNet Challenge 2018:
temporal action proposals, temporal action localization, dense-captioning
events in videos, trimmed action recognition, and spatio-temporal action
localization.
