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hyperspectral-image-classification-on-pavia

Hyperspectral Image SegmentationHyperspectralHyperspectral Image Classification
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PaperCodeOA@15perclassOverall AccuracyAA@200Kappa@200OA@200AA@5%perclassKappa@1%Kappa@5%perclassOA@5%perclassAA@1%perclassKappa@1%perclassOA@1%perclassModelNameReleaseDate
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering✓ Link95.60RPNet-RF2023-02-23
Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification93.20±0.59TC-GAN2022-07-16
Locality-Aware Hyperspectral Classification✓ Link91.28HyLITE2023-09-04
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification✓ Link90.71±0.56DCFSL2022-06-30
Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering88.38IFRF2013-09-16
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification✓ Link88.30±1.03S-DMM2019-10-30
Hyperspectral image classification via a random patches network✓ Link84.92RPNet2018-05-22
Hyperspectral Image Classification of Convolutional Neural Network Combined with Valuable Samples81.63±1.813D VS-CNN2020-06-01
Deep supervised learning for hyperspectral data classification through convolutional neural networks✓ Link77.53±1.502D-CNN2015-07-26
Generative Adversarial Networks Based on Collaborative Learning and Attention Mechanism for Hyperspectral Image Classification76.81±0.91CA-GAN2020-04-03
HSI-BERT: Hyperspectral Image Classification Using the Bidirectional Encoder Representation From Transformers75.31±1.59HSI-BERT2019-09-04
Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network✓ Link75.24±0.843D-CNN2017-01-13
JigsawHSI: a network for Hyperspectral Image classification✓ Link100.00JigsawHSI2022-06-06
Hyperspectral Image Classification via Transformer-based Spectral-Spatial Attention Decoupling and Adaptive Gating✓ Link100STNet2025-06-10
3D Wavelet Convolutions with Extended Receptive Fields for Hyperspectral Image Classification✓ Link100WCNet2025-04-15
SpectralNET: Exploring Spatial-Spectral WaveletCNN for Hyperspectral Image Classification✓ Link99.99%SpectralNET2021-04-01
Hyperspectral Image Classification Using Deep Matrix Capsules✓ Link99.99%Deep Matrix Capsules2023-02-02
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image Classification✓ Link99.99KANet2025-04-21
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image Classification✓ Link99.99SGDSCNet2025-04-06
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone Architecture✓ Link99.98MVNet2025-07-06
Expert Kernel Generation Network Driven by Contextual Mapping for Hyperspectral Image Classification✓ Link99.98EKGNet2025-04-17
A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification✓ Link99.97%0.9996SSDGL2021-05-29
Faster hyperspectral image classification based on selective kernel mechanism using deep convolutional networks✓ Link99.96%FSKNet2022-02-14
Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification✓ Link99.85A2S2K-ResNet2020-12-24
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification✓ Link99.81%99.830.997499.81FPGA2020-11-11
Exploring the Relationship between Center and Neighborhoods: Central Vector oriented Self-Similarity Network for Hyperspectral Image Classification✓ Link99.68±0.06%99.52±0.17%0.9957±0.000999.68±0.06%CVSSN2022-10-31
Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification✓ Link99.65%A-SPN2021-01-14
Wide Contextual Residual Network with Active Learning for Remote Sensing Image Classification✓ Link99.43%WCRN2018-07-22
Shorten Spatial-spectral RNN with Parallel-GRU for Hyperspectral Image Classification✓ Link98.44%St-SS-pGRU2018-10-30
Adaptive Mask Sampling and Manifold to Euclidean Subspace Learning with Distance Covariance Representation for Hyperspectral Image Classification✓ Link98.09±0.30%97.86±0.47%0.9747±0.003998.09±0.30%AMS-M2ESL2023-04-07
BASS Net: Band-Adaptive Spectral-Spatial Feature Learning Neural Network for Hyperspectral Image Classification✓ Link97.48%BASSNet2016-12-01
Deep Learning for Classification of Hyperspectral Data: A Comparative Review✓ Link96.71DeepHyperX 3D CNN2019-04-24
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network✓ Link96.18CNN-MRF2017-05-01
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