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RSI-MMSegmentation

Official code for ``GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data''

The new version of the GAMUS dataset can be downloaded from the following XShadow/GAMUS.

The old version of data containing DFC 2019: link

Update

  • Remove the cities (OMA and JAX) from the DFC 2019 dataset to ensure the label quality
  • Add pytorch dataloader
  • Simplify the codebase
  • Re-run all experiments

Dataset classes:

  • 0-others (backgoround)
  • 1-ground
  • 2-low vegetation
  • 3-buildings
  • 4-water
  • 5-road
  • 6-tree

Network Architectures

GAMUS
RSMSS

References

@article{xiong2023gamus,
  title={GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data},
  author={Xiong, Zhitong and Chen, Sining and Wang, Yi and Mou, Lichao and Zhu, Xiao Xiang},
  journal={arXiv preprint arXiv:2305.14914},
  year={2023}
}