Latest Research in Remote-Sensing Image Classification

30 research papers · 2.4 average citations · 2026 median publication year

Top Research Topics in Remote-Sensing Image Classification

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. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  6. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
  7. Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery (24 citations)
  8. Task-Oriented Semantic Feature Transmission for Multi-Task Satellite Remote Sensing over Low-SNR Channels
  9. A model-driven multi-feature fusion network for hyperspectral unmixing with spectral variability
  10. Unsupervised Scale-Conditioned Hyperspectral and Multispectral Image Fusion via a Frequency–Spatial Dual-Domain Network
  11. Weighted Strong Product Graph Laplacian Regularization for Hyperspectral Image Mixed-Noise Removal with Superpixel Segmentation
  12. LMCAN: A Lightweight Multiscale Contextual Attention Network for Hyperspectral and Multispectral Image Fusion
  13. Robustness Evaluation of Hyperspectral Image Classification Models Using Degradation-Aware Metrics
  14. A Conditional Denoising Diffusion Probabilistic Model for RFI Mitigation in Synthetic Aperture Interferometric Radiometer
  15. A novel channel-encoder latent diffusion models for in vivo human brain spectral reconstruction
  16. AXS-Net: Interpretable Deep Unfolding for Hyperspectral Image Denoising via Spectral Basis Unmixing and Structured Noise Refinement
  17. GMoE-AD: Generalized Hyperspectral Anomaly Detection via Mixture-of-Experts and Domain-Invariant Learning
  18. HyVIC: A Metric-Driven Spatio-Spectral Hyperspectral Image Compression Architecture Based on Variational Autoencoders
  19. Image Quality Assessment Methods for Multispectral Pan-Sharpening Images: A Comprehensive Review
  20. Learning Spatial-Spectral Refinement and Calibrating Complementary Observations for Hyperspectral Image Super-Resolution
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L3 Region - - 2026 Sep Q3

Remote-Sensing Image Classification

30 papers
2.4 avg cites

Top Topics (10)

Remote-Sensing Image Classification12
Computer Vision and Pattern Recognition7
Advanced Image Fusion Techniques4
Single-cell and spatial transcriptomics1
Explainable Artificial Intelligence (XAI)1
Neural dynamics and brain function1
Signal Processing1
Optical Imaging and Spectroscopy Techniques1
Image and Video Processing1
Aesthetic Perception and Analysis1

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.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c6.Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery24c7.Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery24c8.Task-Oriented Semantic Feature Transmission for Multi-Task Satellite Remote Sensing over Low-SNR Channels9.A model-driven multi-feature fusion network for hyperspectral unmixing with spectral variability10.Unsupervised Scale-Conditioned Hyperspectral and Multispectral Image Fusion via a Frequency–Spatial Dual-Domain Network11.Weighted Strong Product Graph Laplacian Regularization for Hyperspectral Image Mixed-Noise Removal with Superpixel Segmentation12.LMCAN: A Lightweight Multiscale Contextual Attention Network for Hyperspectral and Multispectral Image Fusion13.Robustness Evaluation of Hyperspectral Image Classification Models Using Degradation-Aware Metrics14.A Conditional Denoising Diffusion Probabilistic Model for RFI Mitigation in Synthetic Aperture Interferometric Radiometer15.A novel channel-encoder latent diffusion models for in vivo human brain spectral reconstruction16.AXS-Net: Interpretable Deep Unfolding for Hyperspectral Image Denoising via Spectral Basis Unmixing and Structured Noise Refinement17.GMoE-AD: Generalized Hyperspectral Anomaly Detection via Mixture-of-Experts and Domain-Invariant Learning18.HyVIC: A Metric-Driven Spatio-Spectral Hyperspectral Image Compression Architecture Based on Variational Autoencoders19.Image Quality Assessment Methods for Multispectral Pan-Sharpening Images: A Comprehensive Review20.Learning Spatial-Spectral Refinement and Calibrating Complementary Observations for Hyperspectral Image Super-Resolution
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