DCSN: Deep Compressed Sensing Network for Efficient Hyperspectral Data Transmission of Miniaturized Satellite

Website:

https://chihungkao.github.io/DCSN/DCSN

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Source code

https://github.com/ChiHungKao/DCSN/releases/tag/DCSN_code

Dependencies

• To generate datasets, you need matlab.
• To train and test DCSN, you need python3.6, pytorch 1.5.1, cuda 10.1. (Implemented on Ubuntu OS)

Training and testing dataset

• To generate datasets, please read README.md in folder 'data_preprocessing/'.

Training

• run 'train_sr.py'

Testing

• run 'testing.py'

Citation:

@ARTICLE{9257426,
  author={C. -C. {Hsu} and C. -H. {Lin} and C. -H. {Kao} and Y. -C. {Lin}},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={{DCSN}: Deep Compressed Sensing Network for Efficient Hyperspectral Data Transmission of Miniaturized Satellite}, 
  year={2020},
  volume={},
  number={},
  pages={1-17},
  doi={10.1109/TGRS.2020.3034414}}