This is a reimplementation of the humanoid body part detector as discussed in "NimbRo-OP2X: adult-sized Open-source 3D printed humanoid robot [pdf]"
The network is trained on 2000 images (manually annotated as part of this work) from various robocup competitions youtube videos. Pretrained weights have been used for ResNet encoder network.
@inproceedings{ficht2018nimbro,
title={NimbRo-OP2X: adult-sized Open-source 3D printed humanoid robot},
author={Ficht, Grzegorz and Farazi, Hafez and Brandenburger, Andr{\'e} and Rodriguez, Diego and Pavlichenko, Dmytro and Allgeuer, Philipp and Hosseini, Mojtaba and Behnke, Sven},
booktitle={2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids)},
pages={1--9},
year={2018},
organization={IEEE}
}