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Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification

Home Page: https://geyixiao.com/projects/bake

License: MIT License

Python 98.16% Shell 1.84%
knowledge-distillation imagenet classification

bake's Introduction

Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification

Updates

[2021-06-08] The implementation of BAKE on small-scale datasets has been added, please refer to small_scale. [2021-06-09] The implementation of BAKE on ImageNet has been added, please refer to imagenet.

Citation

If you find BAKE helpful in your research, please consider citing:

@misc{ge2020bake,
    title={Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification},
    author={Yixiao Ge and Ching Lam Choi and Xiao Zhang and Peipei Zhao and Feng Zhu and Rui Zhao and Hongsheng Li},
    year={2021},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

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