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RefAtt-SAM

🌏 Architecture Overview

The overview of our proposed RefAtt-SAM.

🖊 Citation

If you find our project useful in you own research, please consider cite our paper below.

@ARTICLE{11396980,
  author={Wei, Xingji and Liu, Nanqing and Lei, Sen and Li, Heng-Chao},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={Reference and Attention Guided Few-Shot Adaptation of Segment Anything Model for Remote Sensing Images}, 
  year={2026},
  volume={64},
  number={},
  pages={1-12},
  keywords={Image segmentation;Remote sensing;Adaptation models;Decoding;Foundation models;Transformers;Bridges;Prototypes;Predictive models;Accuracy;Few-shot learning;fine-tuning;remote sensing images (RSIs);segment anything model (SAM)},
  doi={10.1109/TGRS.2026.3664922}}

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[IEEE TGRS 2026] Reference and Attention Guided Few-Shot Adaptation of Segment Anything Model for Remote Sensing Images

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