The Art of Losing to Win: Using Lossy Image Compression to Improve Data Loading in Deep Learning Pipelines

Lennart Behme, Saravanan Thirumuruganathan, Alireza Rezaei Mahdiraji, Jorge-Arnulfo Quiané-Ruiz, Volker Markl. The Art of Losing to Win: Using Lossy Image Compression to Improve Data Loading in Deep Learning Pipelines. In 39th IEEE International Conference on Data Engineering, ICDE 2023, Anaheim, CA, USA, April 3-7, 2023. pages 936-949, IEEE, 2023. [doi]

@inproceedings{BehmeTMQM23,
  title = {The Art of Losing to Win: Using Lossy Image Compression to Improve Data Loading in Deep Learning Pipelines},
  author = {Lennart Behme and Saravanan Thirumuruganathan and Alireza Rezaei Mahdiraji and Jorge-Arnulfo Quiané-Ruiz and Volker Markl},
  year = {2023},
  doi = {10.1109/ICDE55515.2023.00077},
  url = {https://doi.org/10.1109/ICDE55515.2023.00077},
  researchr = {https://researchr.org/publication/BehmeTMQM23},
  cites = {0},
  citedby = {0},
  pages = {936-949},
  booktitle = {39th IEEE International Conference on Data Engineering, ICDE 2023, Anaheim, CA, USA, April 3-7, 2023},
  publisher = {IEEE},
  isbn = {979-8-3503-2227-9},
}