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hyperspectral-image-classification-on-indian

Hyperspectral Image SegmentationHyperspectralHyperspectral Image Classification
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PaperCodeOA@15perclassOverall AccuracyKappaAA@10%perclassKappa@10%perclassOA@10%perclassAA@5%perclassKappa@5%perclassOA@5%perclassF1@10%perclassModelNameReleaseDate
HyperspectralMAE: The Hyperspectral Imagery Classification Model using Fourier-Encoded Dual-Branch Masked Autoencoder92.37HyperspectralMAE2025-05-09
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering✓ Link90.23RPNet-RF2023-02-23
Locality-Aware Hyperspectral Classification✓ Link89.8089.80HyLITE2023-09-04
Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification87.47±1.45TC-GAN2022-07-16
Hyperspectral Image Classification of Convolutional Neural Network Combined with Valuable Samples83.06±1.043D VS-CNN2020-06-01
Hyperspectral image classification via a random patches network✓ Link77.97RPNet2018-05-22
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification✓ Link77.45±1.78DCFSL2022-06-30
Generative Adversarial Networks Based on Collaborative Learning and Attention Mechanism for Hyperspectral Image Classification75.52±1.28CA-GAN2020-04-03
Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering69.52IFRF2013-09-16
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification✓ Link67.04±1.65S-DMM2019-10-30
Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network✓ Link58.94±1.273D-CNN2017-01-13
HSI-BERT: Hyperspectral Image Classification Using the Bidirectional Encoder Representation From Transformers58.50±1.56HSI-BERT2019-09-04
Deep supervised learning for hyperspectral data classification through convolutional neural networks✓ Link57.72±1.902D-CNN2015-07-26
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image Classification✓ Link99.94KANet2025-04-21
Hyperspectral Image Classification Using Deep Matrix Capsules✓ Link99.93%Deep Matrix Capsules2023-02-02
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image Classification✓ Link99.90SGDSCNet2025-04-06
3D Wavelet Convolutions with Extended Receptive Fields for Hyperspectral Image Classification✓ Link99.87WCNet2025-04-15
SpectralNET: Exploring Spatial-Spectral WaveletCNN for Hyperspectral Image Classification✓ Link99.86%SpectralNET2021-04-01
Expert Kernel Generation Network Driven by Contextual Mapping for Hyperspectral Image Classification✓ Link99.84EKGNet2025-04-17
Faster hyperspectral image classification based on selective kernel mechanism using deep convolutional networks✓ Link99.83%FSKNet2022-02-14
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification✓ Link99.81%HybridSN2019-02-18
Hyperspectral Image Classification via Transformer-based Spectral-Spatial Attention Decoupling and Adaptive Gating✓ Link99.77STNet2025-06-10
JigsawHSI: a network for Hyperspectral Image classification✓ Link99.74JigsawHSI2022-06-06
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone Architecture✓ Link99.74MVNet2025-07-06
A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification✓ Link99.63%0.9958SSDGL2021-05-29
Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification✓ Link99.57 %A2S2K-ResNet2020-12-24
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field99.50%Recurrent 3D-CNN2019-03-04
Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification✓ Link99.24%A-SPN2021-01-14
Adaptive Mask Sampling and Manifold to Euclidean Subspace Learning with Distance Covariance Representation for Hyperspectral Image Classification✓ Link98.38±0.38%98.86±0.26%0.9816±0.004398.38±0.38%AMS-M2ESL2023-04-07
Exploring the Relationship between Center and Neighborhoods: Central Vector oriented Self-Similarity Network for Hyperspectral Image Classification✓ Link98.18±0.27%97.92±0.75%0.9792±0.003098.18±0.27%CVSSN2022-10-31
BASS Net: Band-Adaptive Spectral-Spatial Feature Learning Neural Network for Hyperspectral Image Classification✓ Link96.77%BASSNet2016-12-01
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network✓ Link96.12%CNN-MRF2017-05-01
Shorten Spatial-spectral RNN with Parallel-GRU for Hyperspectral Image Classification✓ Link90.35%St-SS-pGRU2018-10-30
Discrete Cosine Transform-Based Joint Spectral-Spatial Information Compression and Band Correlation Calculation for Hyperspectral Feature Extraction✓ Link97.16%98.47%98.66%97.61%SSBC2024-11-16
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