Faster Neural Networks Straight from JPEG

TL;DR

We found more natural input spaces (JPEG internal representations) for images. It helps make smaller, faster, and more accurate CNNs.

Venue
In Thirty-second Conference on Neural Information Processing Systems (NeurIPS 2018).
BibTeX
@inproceedings{gueguen2018faster,
  title={Faster neural networks straight from jpeg},
  author={Gueguen, Lionel and Sergeev, Alex and Kadlec, Ben and Liu, Rosanne and Yosinski, Jason},
  booktitle={Advances in Neural Information Processing Systems},
  pages={3933–3944},
  year={2018}
}
Date