Latest Research in Hyperspectral Remote Sensing

84 research papers · 1.2 average citations · 2026 median publication year

Top Research Topics in Hyperspectral Remote Sensing

Highest-Cited Papers

  1. Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery (24 citations)
  2. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  3. Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry (25 citations)
  4. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  5. Spectral unmixing of hyperspectral lidar signals considering laser beam profile
  6. Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery (24 citations)
  7. Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry (25 citations)
  8. A Band-Mask Robustness Diagnostic for Latent Dirichlet Allocation on Hyperspectral Imagery (26 citations)
  9. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  10. A Band-Mask Robustness Diagnostic for Latent Dirichlet Allocation on Hyperspectral Imagery (26 citations)
  11. Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry (25 citations)
  12. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  13. Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery (24 citations)
  14. A dynamic method to solve a solid tumor growth in a fractional model
  15. Task-Oriented Semantic Feature Transmission for Multi-Task Satellite Remote Sensing over Low-SNR Channels
  16. A model-driven multi-feature fusion network for hyperspectral unmixing with spectral variability
  17. Unsupervised Scale-Conditioned Hyperspectral and Multispectral Image Fusion via a Frequency–Spatial Dual-Domain Network
  18. GeoCrossBench: Cross-Band Generalization for Remote Sensing
  19. Weighted Strong Product Graph Laplacian Regularization for Hyperspectral Image Mixed-Noise Removal with Superpixel Segmentation
  20. Label-Free Degradation Diagnosis for Classifier Selection in Hyperspectral Scenes

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L2 Region - - 2026 Sep Q3

Hyperspectral Remote Sensing

84 papers
1.2 avg cites

Top Topics (10)

Remote-Sensing Image Classification26
Computer Vision and Pattern Recognition20
Machine Learning5
Advanced Image Fusion Techniques4
Explainable Artificial Intelligence (XAI)3
Remote Sensing and LiDAR Applications2
Neural dynamics and brain function2
Analysis of PDEs2
Multimodal Machine Learning Applications2
Image and Video Processing2

Top Publications (20)

1.Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery24c2.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c3.Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry25c4.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c5.Spectral unmixing of hyperspectral lidar signals considering laser beam profile6.Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery24c7.Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry25c8.A Band-Mask Robustness Diagnostic for Latent Dirichlet Allocation on Hyperspectral Imagery26c9.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c10.A Band-Mask Robustness Diagnostic for Latent Dirichlet Allocation on Hyperspectral Imagery26c11.Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry25c12.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c13.Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery24c14.A dynamic method to solve a solid tumor growth in a fractional model15.Task-Oriented Semantic Feature Transmission for Multi-Task Satellite Remote Sensing over Low-SNR Channels16.A model-driven multi-feature fusion network for hyperspectral unmixing with spectral variability17.Unsupervised Scale-Conditioned Hyperspectral and Multispectral Image Fusion via a Frequency–Spatial Dual-Domain Network18.GeoCrossBench: Cross-Band Generalization for Remote Sensing19.Weighted Strong Product Graph Laplacian Regularization for Hyperspectral Image Mixed-Noise Removal with Superpixel Segmentation20.Label-Free Degradation Diagnosis for Classifier Selection in Hyperspectral Scenes

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