Abstract: Highlights•A temporal densely connected recurrent network for event-based HPE is proposed.•The network is able to alleviate the problem of incomplete signals in event frames.•A multimodal event-based pose dataset is collected as a new challenging benchmark.•This research can help unlock the potentials of event cameras being applied in HPE.
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