mlsanityData to 7 Oct 2026

Hyperspectral image analysis with Mamba

49 papers0 this weekHigh confidence in this grouping: the papers form one clear topicHigh confidence in this grouping: the papers form one clear topic · About

Keywords: hyperspectral, spectral, hsi, classification, mamba

Key facts. Hyperspectral image analysis with Mamba: 49 papers on arXiv since 2024 (data through 7 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–7 Oct.

What’s new

18 Sep – 7 Oct 2026

2 new since 18 Sep

  1. Hyperspectral Image Models: Technical Report
  2. Token Clustering and Semantic Sequence Mamba for Hyperspectral Image Classification

Foundations

Most cited by papers here

  1. SpectralMamba: Efficient Mamba for Hyperspectral Image Classification2024cited by 10 here
  2. Spectral-Spatial Mamba for Hyperspectral Image Classification2024cited by 10 here
  3. 3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification2024cited by 10 here
  4. MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification2025cited by 8 here
  5. DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classification2024cited by 5 here

Lineage

The papers this direction builds on, oldest first.

Each paper on the line cites the one before.

  1. 2021Efficiently Modeling Long Sequences with Structured State Spacescited by 21 here
  2. 2023Selective Structured State-Spaces for Long-Form Video Understandingcited by 4 here
  3. 2023Mamba: Linear-Time Sequence Modeling with Selective State Spacescited by 32 here
  4. 2024U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentationcited by 5 here
  5. 2024Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Modelcited by 16 here
  6. 2024SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentationcited by 2 here
  7. 2024VM-UNet: Vision Mamba UNet for Medical Image Segmentationcited by 6 here
  8. 2024A Survey on Visual Mambacited by 5 here
  9. 2024Vision Mamba: A Comprehensive Survey and Taxonomycited by 3 here
  10. 2024Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classificationcited by 4 here
14 more it builds on, not in this chain
  1. 2022Simplified State Space Layers for Sequence Modelingcited by 5 here
  2. 2024PointMamba: A Simple State Space Model for Point Cloud Analysiscited by 2 here
  3. 2024MambaIR: A Simple Baseline for Image Restoration with State-Space Modelcited by 6 here
  4. 2024VideoMamba: State Space Model for Efficient Video Understandingcited by 4 here
  5. 2024RSMamba: Remote Sensing Image Classification with State Space Modelcited by 3 here
  6. 2024RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentationcited by 3 here
  7. 2024RS-Mamba for Large Remote Sensing Image Dense Predictioncited by 5 here
  8. 2024ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Modelcited by 3 here
  9. 2024SpectralMamba: Efficient Mamba for Hyperspectral Image Classificationcited by 10 here
  10. 2024Spectral-Spatial Mamba for Hyperspectral Image Classificationcited by 10 here
  11. 20243DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classificationcited by 10 here
  12. 2024DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classificationcited by 5 here
  13. 2025MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classificationcited by 8 here
  14. 2025Sparse Deformable Mamba for Hyperspectral Image Classificationcited by 3 here

The 24 most cited of 64.

Browse

30 of 49, ranked 6–35

  1. 6Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification20244
  2. 7Sparse Deformable Mamba for Hyperspectral Image Classification20253
  3. 8A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers and Mamba Models20242
  4. 9S2Mamba: A Spatial-spectral State Space Model for Hyperspectral Image Classification20242
  5. 10WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification20242
  6. 11Spatial and Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification20242
  7. 12M3SR: Multi-Scale Multi-Perceptual Mamba for Efficient Spectral Reconstruction20261
  8. 13HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising20241
  9. 14SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising20241
  10. 15GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images20241
All 30
  1. 16IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model20241
  2. 17HTD-Mamba: Efficient Hyperspectral Target Detection with Pyramid State Space Model20241
  3. 18GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification20241
  4. 19Multi-head Spatial-Spectral Mamba for Hyperspectral Image Classification20241
  5. 20IGroupSS-Mamba: Interval Group Spatial-Spectral Mamba for Hyperspectral Image Classification20241
  6. 21Clustering-Guided Spatial-Spectral Mamba for Hyperspectral Image Classification20260
  7. 22DMS2F-HAD: A Dual-branch Mamba-based Spatial-Spectral Fusion Network for Hyperspectral Anomaly Detection20260
  8. 23VP-Hype: A Hybrid Mamba-Transformer Framework with Visual-Textual Prompting for Hyperspectral Image Classification20260
  9. 24mHC-HSI: Clustering-Guided Hyper-Connection Mamba for Hyperspectral Image Classification20260
  10. 25Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection20260
  11. 26Unmixing-Guided Spatial-Spectral Mamba with Clustering Tokens for Hyperspectral Image Classification20260
  12. 27ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification20260
  13. 28A Novel Graph-Regulated Disentangling Mamba Model with Sparse Tokens for Enhanced Tree Species Classification from MODIS Time Series20260
  14. 29Quantum Enchanced Multi-Scale CNN with Bi-directional Mamba for Crop Field Analysis20260
  15. 30MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba20260
  16. 31PNEC-Mamba: Prototype-Guided Positive-Negative Evidence Calibration for Hyperspectral Image Classification20260
  17. 32USP-Mamba: Unmixing-Derived Spectral and Structural Prompting for Hyperspectral Image Super-Resolution20260
  18. 33Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging20250
  19. 34HSRMamba: Contextual Spatial-Spectral State Space Model for Single Image Hyperspectral Super-Resolution20250
  20. 35Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification20250