News
2020年11月10日 The code of TinyNet (NeurIPS 2020) has been release at MindSpore Model Zoo.
2020年10月31日 GhostNet+TinyNet achieves better performance. See details in our NeurIPS 2020 paper: arXiv.
2020年09月24日 We release GhostNet models for more vision tasks on MindSpore Hub and MindSpore Model Zoo.
2020年06月10日 GhostNet is included in PyTorch Hub.
2020年06月08日 PyTorch code is included in this repo.
GhostNet: More Features from Cheap Operations. CVPR 2020. [Paper] [arXiv]
By Kai Han, Yunhe Wang, Qi Tian, Jianyuan Guo, Chunjing Xu, Chang Xu.
- Approach
- Performance
GhostNet beats other SOTA lightweight CNNs such as MobileNetV3 and FBNet.
This repo provides TensorFlow code and PyTorch code:
- Tensorflow: ./tensorflow with pretrained model.
- PyTorch: ./pytorch with pretrained model.
- We also opensource code on MindSpore Hub and MindSpore Model Zoo.
@inproceedings{ghostnet,
title={GhostNet: More Features from Cheap Operations},
author={Han, Kai and Wang, Yunhe and Tian, Qi and Guo, Jianyuan and Xu, Chunjing and Xu, Chang},
booktitle={CVPR},
year={2020}
}
@article{tinynet,
title={Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets},
author={Han, Kai and Wang, Yunhe and Zhang, Qiulin and Zhang, Wei and Xu, Chunjing and Zhang, Tong},
journal={Advances in Neural Information Processing Systems},
volume={33},
year={2020}
}
This repo provides the TensorFlow/PyTorch code of GhostNet. Other versions can be found in the following: