1 code implementation • 26 Dec 2020 • Raphael Memmesheimer, Simon Häring, Nick Theisen, Dietrich Paulus
One-shot action recognition allows the recognition of human-performed actions with only a single training example.
Ranked #2 on One-Shot 3D Action Recognition on NTU RGB+D 120
1 code implementation • 23 Apr 2020 • Raphael Memmesheimer, Nick Theisen, Dietrich Paulus
Further, we show that our approach generalizes well in experiments on the UTD-MHAD dataset for inertial, skeleton and fused data and the Simitate dataset for motion capturing data.
Ranked #3 on One-Shot 3D Action Recognition on NTU RGB+D 120
2 code implementations • 13 Mar 2020 • Raphael Memmesheimer, Nick Theisen, Dietrich Paulus
We present a simple, yet effective and flexible method for action recognition supporting multiple sensor modalities.
Ranked #2 on Multimodal Activity Recognition on UTD-MHAD
no code implementations • 30 Jul 2018 • Raphael Memmesheimer, Ivanna Mykhalchyshyna, Viktor Seib, Nick Theisen, Dietrich Paulus
We analyze a set of spatial constraints on human pose data extracted using convolutional pose machines and object informations extracted from 2D image sequences.