[RegNet] Designing Network Design Spaces (March 2020 CVPR)
andrewjong opened this issue · comments
0. Article Information and Links
- Paper link: https://arxiv.org/abs/2003.13678
- Release date: 2020/03/30
- Number of citations (as of 2020/04/20): 0
- Implementation code: PyCls, general repo, Unofficial signatrix/regnet
- Supplemental links (e.g. results):
- Publication: CVPR 2020
1. What do the authors try to accomplish?
- Develop a result-driven, human-in-the-loop process that reveals best practices for neural network architectures. This process is general, and can be applied to experimentally discover rules of thumb for (theoretically) any problem.
- This process is called Design Space Design
2. What's great compared to previous research?
- Contribution of an original process to understand network design.
Results
- more accurate + 5 times faster than EfficientNet family