iCub World: Friendly Robots Help Building Good Vision Data-Sets
Abstract
In this paper we present and start analyzing the iCub World data-set, an object recognition data-set, we acquired using a Human-Robot Interaction (HRI) scheme and the iCub humanoid robot platform. Our set up allows for rapid acquisition and annotation of data with corresponding ground truth. While more constrained in its scopes -- the iCub world is essentially a robotics research lab -- we demonstrate how the proposed data-set poses challenges to current recognition systems. The iCubWorld data-set is publicly available.
Cite
Text
Fanello et al. "iCub World: Friendly Robots Help Building Good Vision Data-Sets." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2013. doi:10.1109/CVPRW.2013.106Markdown
[Fanello et al. "iCub World: Friendly Robots Help Building Good Vision Data-Sets." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2013.](https://mlanthology.org/cvprw/2013/fanello2013cvprw-icub/) doi:10.1109/CVPRW.2013.106BibTeX
@inproceedings{fanello2013cvprw-icub,
title = {{iCub World: Friendly Robots Help Building Good Vision Data-Sets}},
author = {Fanello, Sean Ryan and Ciliberto, Carlo and Santoro, Matteo and Natale, Lorenzo and Metta, Giorgio and Rosasco, Lorenzo and Odone, Francesca},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
year = {2013},
pages = {700-705},
doi = {10.1109/CVPRW.2013.106},
url = {https://mlanthology.org/cvprw/2013/fanello2013cvprw-icub/}
}