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ScaleNet: Searching for the Model to Scale (ECCV 2022)

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ScaleNet

ScaleNet: Searching for the Model to Scale (ECCV 2022) ECVA or ArXiv

Requirements

  • python >= 3.6
  • 1.0.0 <= PyTorch <= 1.3.0
  • torchvision >= 0.3.0
  • pymoo == 0.3.0
  • pymop == latest version

Super-supernet Training

  • Download datasets
  • Run: bash train.sh

Searching

  • Run: bash search.sh

Retraining

  • Please directly apply the package TIMM.

Warning

  • dataloader and dataset may need to be modified for adapting your environment.

Citation

If you find this paper useful in your research, please consider citing:

@InProceedings{xie2022scalenet,
  author={Jiyang Xie and Xiu Su and Shan You and Zhanyu Ma and Fei Wang and Chen Qian},
  booktitle={European Conference on Computer Vision (ECCV)}, 
  title={{ScaleNet}: {S}earching for the Model to Scale}, 
  year={2022},
  volume={30},
}

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