An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution
TL;DR
Wherever you use convolution, you should consider using CoordConv.
Venue
In Thirty-second Conference on Neural Information Processing Systems (NeurIPS 2018).
BibTeX
@inproceedings{liu2018intriguing,
title={An intriguing failing of convolutional neural networks and the coordconv solution},
author={Liu, Rosanne and Lehman, Joel and Molino, Piero and Such, Felipe Petroski and Frank, Eric and Sergeev, Alex and Yosinski, Jason},
booktitle={Advances in Neural Information Processing Systems},
pages={9605–9616},
year={2018}
}
title={An intriguing failing of convolutional neural networks and the coordconv solution},
author={Liu, Rosanne and Lehman, Joel and Molino, Piero and Such, Felipe Petroski and Frank, Eric and Sergeev, Alex and Yosinski, Jason},
booktitle={Advances in Neural Information Processing Systems},
pages={9605–9616},
year={2018}
}
Date
July, 2018