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January 14, 2026Remote Sensing4 citationsOpen Access

Mamba's Role in Remote Sensing: Architectures and Future Outlook

Mamba for Remote Sensing: Architectures, Hybrid Paradigms, and Future Directions

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Authors

ZLZefeng LiLZLong ZhaoYLYihang Lu

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Overview

Survey reveals Mamba's effectiveness in segmentation and detection for remote sensing, suggesting targeted use in Earth observation applications.

Key Points

  • The survey aims to evaluate Mamba's applicability in remote sensing and develop design principles for future research.
  • Reviewed state-space models and their theoretical foundations.
  • Developed a taxonomy of architectural hybrids involving Mamba.
  • Analyzed multimodal designs for various remote sensing tasks.
  • Mamba is effective in long sequences and complex data contexts.
  • Outlines competitive scenarios for simpler operators.
  • Identifies the need for green computing and reproducibility in remote-sensing applications.

Cite This Study

Li et al. (2026) studied this question.

synapsesocial.com/papers/6966f31d13bf7a6f02c00bcehttps://doi.org/10.3390/rs18020243
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