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Using Multi-resolution Data to Accelerate Neural Network Training in Scientific Applications

Kewei Wang, Sunwoo Lee, Jan Balewski, Alex Sim, Peter Nugent, Ankit Agrawal, Alok Choudhary, Kesheng Wu, Wei-keng Liao

CCGrid, 2022

• DOI

This study proposes a multi-resolution data augmentation method which accelerates neural network training on scientific data.

BibTeX

@inproceedings{wang2022using,
  title={Using multi-resolution data to accelerate neural network training in scientific applications},
  author={Wang, Kewei and Lee, Sunwoo and Balewski, Jan and Sim, Alex and Nugent, Peter and Agrawal, Ankit and Choudhary, Alok and Wu, Kesheng and Liao, Wei-Keng},
  booktitle={2022 22nd IEEE International Symposium on Cluster, Cloud and Internet Computing (CCGrid)},
  pages={404--413},
  year={2022},
  organization={IEEE}
}