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StressNet

Github Repo for Frontiers in Plant Science Article "StressNet: A spatial-spectral-temporal deformable attention-based framework for water stress classification in maize"

Article link: https://www.frontiersin.org/articles/10.3389/fpls.2023.1241921/full

Our experiments include days wise and channel wise analysis. The code has been tested with PyTorch and Anaconda.

  • Python == 3.8.17
  • PyTorch == 1.8.0
  • TorchVision == 0.9.0

Overview of our proposed model: alt text

If you find our code useful in your research, please consider citing:

@article{nampally2023stressnet,
  title={StressNet: A Spatial-Spectral-Temporal Deformable Attention-based Framework for Water Stress Classification in Maize},
  author={Nampally, Tejasri and Kumar, Kshitiz and Chatterjee, Soumyajit and Pachamuthu, Rajalakshmi and Naik, Balaji and Desai, Uday B},
  journal={Frontiers in Plant Science},
  volume={14},
  pages={1241921},
  year={2023},
  publisher={Frontiers}
}