# Hyperspectral image analysis with Mamba

Area: [State-space sequence models (S4, Mamba)](https://mlsanity.com/ssm/index.md). HTML: https://mlsanity.com/ssm/hyperspectral-image-analysis-with-mamba/

## Key facts

- Hyperspectral image analysis with Mamba: 49 papers on arXiv since 2024 (data through 14 Oct 2026).
- 10 of its 49 mapped papers (20%) cite “SpectralMamba: Efficient Mamba for Hyperspectral Image Classification” (2024, arXiv 2404.08489).
- 10 of its 49 mapped papers (20%) cite “Spectral-Spatial Mamba for Hyperspectral Image Classification” (2024, arXiv 2404.18401).
- 2 new papers 18 Sep–14 Oct.

## Most cited here

- [SpectralMamba: Efficient Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2404.08489/) (2024), cited by 10 papers here
- [Spectral-Spatial Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2404.18401/) (2024), cited by 10 papers here
- [3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2405.12487/) (2024), cited by 10 papers here
- [MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2501.04944/) (2025), cited by 8 papers here
- [DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classification](https://mlsanity.com/paper/2406.07050/) (2024), cited by 5 papers here
- [Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification](https://mlsanity.com/paper/2405.12003/) (2024), cited by 4 papers here
- [Sparse Deformable Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2504.09446/) (2025), cited by 3 papers here
- [A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers and Mamba Models](https://mlsanity.com/paper/2404.14955/) (2024), cited by 2 papers here
- [S2Mamba: A Spatial-spectral State Space Model for Hyperspectral Image Classification](https://mlsanity.com/paper/2404.18213/) (2024), cited by 2 papers here
- [WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2408.01231/) (2024), cited by 2 papers here

## New (18 Sep–14 Oct)

- [Hyperspectral Image Models: Technical Report](https://mlsanity.com/paper/2609.39871/) (2026-09-30)
- [Token Clustering and Semantic Sequence Mamba for Hyperspectral Image Classification](https://mlsanity.com/paper/2609.28580/) (2026-09-23)