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[IEEE TGRS 2024] GLGAN/De-GLGAN

This repo is the official implementation of 'Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation'.

framework

Usage

Please download the official pre-trained weights from 'Swin Transformer'--'ImageNet-1K and ImageNet-22K Pretrained Swin-V2 Models'--'SwinV2-B*' and 'SwinV2-L*'. The last cloumn '1K model' is what we used.

Run the GLGAN by: python GLGAN_*.py

Run the decomposition-based GLGAN by: python FDGLGAN_*.py

Please cite our paper if you find it is useful for your research.

@article{ma2024frequency,
  author={Ma, Xianping and Zhang, Xiaokang and Ding, Xingchen and Pun, Man-On and Ma, Siwei},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={Decomposition-Based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation}, 
  year={2024},
  volume={62},
  number={},
  pages={1-18}
}