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GitHub topics: hyperspectral-image-classification

yc-cui/Super-AD

Overcoming the Identity Mapping Problem in Self-Supervised Hyperspectral Anomaly Detection

Language: Jupyter Notebook - Size: 24.3 MB - Last synced at: about 9 hours ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

spectralpython/spectral

Python module for hyperspectral image processing

Language: Python - Size: 1.26 MB - Last synced at: 21 days ago - Pushed at: 3 months ago - Stars: 615 - Forks: 144

Sellifake/Classification_Network

For hyperspectral image/高光谱图像分类网络

Language: Python - Size: 104 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

zhu-xlab/WSGraphCL

This repository contains the implementation of WSGraphCL, a weak-strong graph contrastive learning model designed for hyperspectral image (HSI) classification.

Language: Python - Size: 6.77 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

DotWang/DCN-T

[TIP 2023] The official repo for the paper "DCN-T: Dual Context Network with Transformer for Hyperspectral Image Classification".

Language: Python - Size: 470 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 45 - Forks: 4

vaishnavipaswan/HyperScape-Hyperspectral-Image-Classification-using-Deep-Learning

This repository is based on Hyperspectral Image Classification using Deep Learning

Language: Jupyter Notebook - Size: 63.5 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

Rainbow-cocktail/Segmentation-Template

Multi-channel semantic segmentation framework with PyTorch Lightning

Language: Python - Size: 69.3 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 5 - Forks: 0

WHU-Sigma/HyperSIGMA

The official repo for [TPAMI'25] "HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model"

Language: Python - Size: 80.5 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 230 - Forks: 19

max-kuk/bisid-5k

Language: HTML - Size: 3.19 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

hameye/MARCIA

Hyperspectral manual classifier

Language: Python - Size: 13 MB - Last synced at: 19 days ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 2

mhaut/hyperspectral_deeplearning_review

Code of paper "Deep Learning Classifiers for Hyperspectral Imaging: A Review"

Language: Python - Size: 290 KB - Last synced at: 3 months ago - Pushed at: over 5 years ago - Stars: 197 - Forks: 58

syamkakarla98/Hyperspectral_Image_Analysis_Simplified

The repository contains the implementation of different machine learning techniques such as classification and clustering on Hyperspectral and Satellite Imagery.

Language: Jupyter Notebook - Size: 21.4 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 232 - Forks: 50

capstone-coal/pycoal

Python toolkit for characterizing Coal and Open-pit surface mining impacts on American Lands

Language: Python - Size: 179 MB - Last synced at: about 20 hours ago - Pushed at: almost 4 years ago - Stars: 29 - Forks: 13

AlfonsoLRz/VineyardUAVClassification

Classification of hyperspectral UAV swaths using Convolutional Neural Networks.

Language: Python - Size: 1.21 GB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

YichuXu/DSFormer

[Neural Networks 2025] Dual Selective Fusion Transformer Network for Hyperspectral Image Classification

Language: Python - Size: 1.61 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 25 - Forks: 0

suvojit-0x55aa/A2S2K-ResNet

A2S2K-ResNet: Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification

Language: Python - Size: 5.26 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 199 - Forks: 35

syamkakarla98/Dimensionality-reduction-and-classification-on-Hyperspectral-Images-Using-Python

In this repository, You can find the files which implement dimensionality reduction on the hyperspectral image(Indian Pines) with classification.

Language: Jupyter Notebook - Size: 8.66 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 83 - Forks: 33

gokriznastic/HybridSN

A keras based implementation of Hybrid-Spectral-Net as in IEEE GRSL paper "HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification".

Language: Jupyter Notebook - Size: 67.4 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 332 - Forks: 117

zgr6010/HSI_SSFTT

L. Sun, G. Zhao, Y. Zheng, and Z. Wu. "Spectral–Spatial Feature Tokenization Transformer for Hyperspectral Image Classification," in IEEE TGRS, 2022.

Language: Python - Size: 6.16 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 103 - Forks: 21

mhaut/pResNet-HSI

Source code of "Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification"

Language: Python - Size: 160 KB - Last synced at: 3 months ago - Pushed at: over 5 years ago - Stars: 58 - Forks: 14

Z-Zheng/FreeNet

FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification (TGRS 2020) https://ieeexplore.ieee.org/document/9007624

Language: Python - Size: 30.3 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 102 - Forks: 30

Dibyabha/hsi-cc

Official repository for the paper "CORRELATION-BASED BAND SELECTION FOR HYPERSPECTRAL IMAGE CLASSIFICATION"

Language: Python - Size: 48.8 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

srinadh99/VISION-TRANSFORMER-DRIVEN-LIDAR-DATA-FUSION-FOR-ENHANCED-HYPERSPECTRAL-IMAGE-CLASSIFICATION

Study of Self Attention and Cross Attention-based Transformer models for Multimodal Remote Sensing Image Classification

Size: 0 Bytes - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

srinadh99/Transformer-Models-for-Multimodal-Remote-Sensing-Data

Study of Transformer based models for Multimodal Remote Sensing Image Classification

Language: Jupyter Notebook - Size: 253 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 21 - Forks: 2

eladlavi29/EMD-HDD

Python implementation of EMD-HDD, a hierarchical embedding and distance recovery method using earth movers' distance, hyperbolic geometry diffusion geometry designed for hyperspectral imaging.

Language: Python - Size: 17.6 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

max-kuk/bimae_seed_classification

BiMAE - A Bimodal Masked Autoencoder Architecture for Single-Label Hyperspectral Image Classification, CVPRW 2024

Language: Python - Size: 298 KB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

cogsys-tuebingen/hsi_benchmark

DeepHS Benchmark: Bridging the Gap between HSI Applications through Comprehensive Dataset and Pretraining

Language: Python - Size: 1.5 MB - Last synced at: 14 days ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 3

shangsw/HPDM-SPRN

Spectral Partitioning Residual Network with Spatial Attention Mechanism for Hyperspectral Image Classification

Language: Python - Size: 21.5 KB - Last synced at: 3 months ago - Pushed at: almost 4 years ago - Stars: 24 - Forks: 7

cjaca/Hyperspectral-Image-Analysis

Spectral Angle Mapper used to classify Hyperspectral Image

Language: Python - Size: 2.08 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 28 - Forks: 8

Hewq77/RCCA

A New Context-Aware Framework for Defending Against Adversarial Attacks in Hyperspectral Image Classification (IEEE TGRS 2023)

Language: Python - Size: 6.75 MB - Last synced at: 7 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

theolepage/hsi-classification

Machine learning pipeline to classify hyperspectral images of fields.

Language: Jupyter Notebook - Size: 1.42 MB - Last synced at: 3 months ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 3

andreybicalho/ExtendedMorphologicalProfiles

Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles

Language: Jupyter Notebook - Size: 8.48 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 45 - Forks: 24

jonperk318/machine-learning-analysis-of-hyperspectral-data

Using Non-negative Matrix Factorization (NMF) and Variational Autoencoder (VAE) machine learning architectures to analyze spatial and spectral features of hyperspectral cathodoluminescence (CL) spectroscopy images taken from hybrid inorganic-organic perovskite material

Language: Jupyter Notebook - Size: 853 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 1

ZY-LIi/Diffusion_Enhanced_Masked_Autoencoder

Pre-training a Masked Autoencoder with the idea of Diffusion Models for Hyperspectral Image Classification.

Language: Python - Size: 14.2 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

Cimy-wang/KNNRS-HSIC

Code for KNN-based Representation of Superpixels for hyperspectral image classification

Language: MATLAB - Size: 5.57 MB - Last synced at: 11 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 2

Cimy-wang/ASPCNet_HSIC

Code for J. Wang, X. Tan, J. Lai, and J. Li. ASPCNet: Deep adaptive spatial pattern capsule network for hyperspectral image classification. Neurocomputing. 2022(486). 47-60.

Language: Python - Size: 5.93 MB - Last synced at: 11 months ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 1

Ryan21wy/HSIMAE

HSIMAE: A Unified Masked Autoencoder with large-scale pretraining for Hyperspectral Image Classification

Language: Python - Size: 75.2 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 10 - Forks: 0

YichuXu/S3ANet

[IEEE TGRS 2024] S3ANet: Spatial-Spectral Self-Attention Learning Network for Defending Against Adversarial Attacks in Hyperspectral Image Classification

Language: Python - Size: 28.3 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 22 - Forks: 2

Cimy-wang/AM3Net_Multimodal_Data_Fusion

Code for J. Wang, J. Li, Y. Shi, J. Lai and X. Tan, "AM3Net: Adaptive Mutual-learning-based Multimodal Data Fusion Network," in IEEE TCSVT, 2022. We conducted the experiments on the hyperspectral and lidar dataset(Houston and Trento) and multispectral and synthetic aperture radar data (grss-dfc-2007 datasets).

Language: Python - Size: 40.1 MB - Last synced at: 11 months ago - Pushed at: over 2 years ago - Stars: 31 - Forks: 3

Seyed-Ali-Ahmadi/Python-for-Remote-Sensing

python codes for remote sensing applications will be uploaded here. I will try to teach everything I learn during my projects in here.

Language: Jupyter Notebook - Size: 4.25 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 32 - Forks: 12

HSG-AIML/MaskedSST

Code repository for Scheibenreif, L., Mommert, M., & Borth, D. (2023). Masked Vision Transformers for Hyperspectral Image Classification, In CVPRW EarthVision 2023

Language: Python - Size: 22.8 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 31 - Forks: 6

nickstheisen/hsdatasets

The hsdatasets package provides pytorch-DataSet wrappers for the most common hyperspectral data sets with pixel-precise ground-truth annotations.

Language: Python - Size: 103 KB - Last synced at: 12 months ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 3

kunzhan/ARM_HSI

JEI2017: Albedo Recovery for Hyperspectral Image Classification

Language: C - Size: 5.66 MB - Last synced at: about 2 months ago - Pushed at: over 7 years ago - Stars: 6 - Forks: 4

kunzhan/LDM_HSI_Classification

JEI 2016: Large margin distribution machine for hyperspectral image classification

Language: C - Size: 5.65 MB - Last synced at: about 2 months ago - Pushed at: over 7 years ago - Stars: 10 - Forks: 7

Pancakerr/HSIC-platform

A integrated deep learning platform for hyperspectral classification by pytorch

Language: Python - Size: 64.6 MB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1

lywood/extra_keras_layers

Custom keras layers for hyperspectral data and RNNs

Language: Python - Size: 9.77 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

ZY-LIi/IEEE_TGRS_SPFormer

A slim implementation of Self-Pooling Transformer for hyperspectral image classification.

Language: Python - Size: 8.18 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 1

GMoncrieff/hyper-iap

Classification of alien invasive plants from hyperspectral data from point localities

Language: Python - Size: 87.3 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

HasibAlMuzdadid/Hyperspectral-Image-Classification

Comparative analysis of different feature extraction techniques for hyperspectral image classification.

Language: Jupyter Notebook - Size: 40.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 0

chandrakiran08/HybridSN

A Computationally Efficient HybridSN with Inception Model

Size: 12.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

purbayankar/HybridSN-pytorch

A pytorch based implementation of Hybrid-Spectral-Net as in IEEE GRSL paper "HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification".

Language: Python - Size: 294 KB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 35 - Forks: 10

kingardor/Hyperspectral-Imaging

Python Script to process Hyperspectral images using openCV and TensorFlow

Language: Python - Size: 24.4 KB - Last synced at: about 1 year ago - Pushed at: about 7 years ago - Stars: 5 - Forks: 5

AnkurDeria/HSI-Traditional-to-Deep-Models

Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

Language: Jupyter Notebook - Size: 2.04 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 150 - Forks: 36

swalpa/G2C-Conv3D-HSI

PyTorch implementation of the paper - Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution

Language: Jupyter Notebook - Size: 426 KB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 31 - Forks: 0

NISL-MSU/HSI-BandSelection

Developing Low-Cost Multispectral Imagers using Inter-Band Redundancy Analysis and Greedy Spectral Selection in Hyperspectral Imaging.

Language: Jupyter Notebook - Size: 5.05 GB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 45 - Forks: 14

dhyeydoshi/Hyperspectral-Image-Classification

Language: Jupyter Notebook - Size: 10.6 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

AlphaNext/Hyperspectral-Imagery-Classification

Brief Introduction about Paper : Classification of Hyperspectral Imagery Using a New Fully Convolutional Neural Network

Size: 1.73 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 13 - Forks: 7

kifakh/Machine-Learning-HSI

Hyper Spectral Image Classification using Machine Learning Methods

Language: MATLAB - Size: 39.1 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

lms-07/AMS-M2ESL

[TGRS 2023] Official implementation for 'Adaptive Mask Sampling and Manifold to Euclidean Subspace Learning with Distance Covariance Representation for Hyperspectral Image Classification'

Language: Python - Size: 1.34 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 1

lms-07/CVSSN

[TCSVT 2022] Official implementation for 'Exploring the Relationship between Center and Neighborhoods: Central Vector oriented Self-Similarity Network for Hyperspectral Image Classification'

Language: Python - Size: 1.37 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 1

xudongzhao461/HRWN

This example implements the paper in review [Joint Classification of Hyperspectral and LiDAR Data Using Hierarchical Random Walk and Deep CNN Architecture]

Language: Python - Size: 1.2 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 20 - Forks: 3

Elias-Arbash/PCBVision

A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards

Language: Jupyter Notebook - Size: 5.15 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

YuxiangZhang-BIT/IEEE_TNNLS_TSTnet

Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification. IEEE TNNLS, 2021.

Language: Python - Size: 5.64 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 44 - Forks: 8

AnkurDeria/MFT

Pytorch implementation of Multimodal Fusion Transformer for Remote Sensing Image Classification.

Language: Jupyter Notebook - Size: 2.13 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 130 - Forks: 8

shouhengx/MSR-3DCNN

This is the code of the paper Multiple Spectral Resolution 3D Convolutional Neural Network for Hyperspectral Image Classification. And the paper has been accpeted by remote sensing.

Language: Jupyter Notebook - Size: 426 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 22 - Forks: 4

KonstantinosF/Classification-of-Hyperspectral-Image

Classification of the Hyperspectral Image Indian Pines with Convolutional Neural Network

Language: Jupyter Notebook - Size: 7.77 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 173 - Forks: 73

ucalyptus/DARecNet-BS

[IEEE GRSL] - DARecNet-BS: Unsupervised Dual Attention Reconstruction Network for Hyperspectral Band Selection

Language: Jupyter Notebook - Size: 4.01 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 38 - Forks: 2

PuhongDuan/Fusion-of-Dual-Spatial-Information-for-Hyperspectral-Image-Classification

Matlab code for Fusion of Dual Spatial Information for Hyperspectral Image Classification, 2020, TGRS

Language: MATLAB - Size: 19.3 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 8

gigernau/PCAHyperspectralClassifier

Classification of Hyperspectral Images ( HSIs ) with Principal Component Analysis ( PCA ) in CUDA ( cuBLAS ).

Language: Python - Size: 24.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

namratadutt/LiDAR-and-Hyperspectral-Fusion-classification

Landcover classification using the fusion of HSI and LiDAR data.

Language: Python - Size: 110 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 5

Pancakerr/HybridSN

A personal pytorch-based implement of HybridSN by Jupyter Notebook

Language: Jupyter Notebook - Size: 115 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 17 - Forks: 1

PuhongDuan/MSTV-Noise-Robust-Hyperspectral-Image-Classification-via-Multi-Scale-Total-Variation

Matlab code for Noise-Robust Hyperspectral Image Classification via Multi-Scale Total Variation, JSTARS, 2019

Language: Java - Size: 16.7 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 3

cogsys-tuebingen/deephs_fruit

Measuring the ripeness of fruit with Hyperspectral Imaging and Deep Learning

Language: Python - Size: 1.36 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 8

mhaut/cloud-dnn-HSI

Cloud Deep Networks for Hyperspectral Image Analysis

Language: Scala - Size: 24.6 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 3

sjliu68/MDL4OW

S. Liu, Q. Shi and L. Zhang, "Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning," in IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2020.3018879.

Language: Python - Size: 89.8 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 49 - Forks: 14

YonghaoXu/RSEN

[IEEE TNNLS 2022] Robust Self-Ensembling Network for Hyperspectral Image Classification

Language: Python - Size: 1.79 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 18 - Forks: 1

UBGewali/tutorial-UGM-hyperspectral

A Tutorial on Modeling and Inference in Undirected Graphical Models for Hyperspectral Image Analysis

Language: Matlab - Size: 33.2 KB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 21 - Forks: 9

EtPan/SSAN

Spectral-Spatial Attention Network for Hyperspectral Image Classification

Language: Python - Size: 145 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 44 - Forks: 18

YonghaoXu/SSUN

[IEEE TGRS 2018] Spectral-Spatial Unified Networks for Hyperspectral Image Classification

Language: Python - Size: 883 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 68 - Forks: 30

MonsterZhZh/DEEP-TENSOR-FACTORIZATION-FOR-HYPERSPECTRAL-IMAGE-CLASSIFICATION

Hyperspectral image classification by exploring deep tensor facorization, published in IGARSS 2018.

Language: MATLAB - Size: 724 KB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 16 - Forks: 10

YonghaoXu/SSFCN

[IEEE TBD 2020] Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification

Language: Python - Size: 625 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 41 - Forks: 16

YuxiangZhang-BIT/IEEE_TGRS_LDGnet

Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification, IEEE TGRS, 2023.

Language: Python - Size: 4.91 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 3

PuhongDuan/Component-Decomposition-Based-Hyperspectral-Resolution-Enhancement-for-Mineral-Mapping

This code is for paper "Component Decomposition-Based Hyperspectral Resolution Enhancement for Mineral Mapping, Remote Sensing, 2020"

Language: MATLAB - Size: 477 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 1

MeiShaohui/Sensor-Specific-Hyperspectral-Image-Feature-Learning

Learning Sensor-Specific Spatial-Spectral Features of Hyperspectral Images via Convolutional Neural Networks

Language: Python - Size: 25.4 KB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 38 - Forks: 17

mahmad00/Multiclass-AL-HSIC-using-ELM-SVM-KNN-LORSAL

The demo partially associated with the following papers: "Spatial Prior Fuzziness Pool-Based Interactive Classification of Hyperspectral Images" and "Multiclass Non-Randomized Spectral–Spatial Active Learning for Hyperspectral Image Classification".

Language: MATLAB - Size: 17.5 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 4

mahmad00/A-Disjoint-Samples-based-3D-CNN-with-Active-Transfer-Learning-for-Hyperspectral-Image-Classification

IEEE TGRS

Language: MATLAB - Size: 20.5 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 6 - Forks: 0

shuguang-52/2018-RemoteSens-FDSSC

A Fast Dense Spectral-Spatial Convolution Network Framework for Hyperspectral Images Classification(FDSSC)

Language: Python - Size: 1 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 83 - Forks: 28

chris010970/geology

Geological mapping with Sentinel-2 and ASTER

Language: Python - Size: 614 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 1

eecn/Hyperspectral-Classification

Hyperspectral-Classification Pytorch

Language: Python - Size: 68.4 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 428 - Forks: 150

YonghaoXu/SACNet

[IEEE TIP 2021] Self-Attention Context Network: Addressing the Threat of Adversarial Attacks for Hyperspectral Image Classification

Language: Python - Size: 2.37 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 27 - Forks: 4

YonghaoXu/RPNet

[ISPRS JP&RS 2018] Hyperspectral Image Classification via a Random Patches Network

Language: MATLAB - Size: 6.82 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 45 - Forks: 20

leeguandong/FSKNet-for-HSI

paper:Faster hyperspectral image classification based on selective kernel mechanism using deep convolutional networks

Language: Python - Size: 922 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 26 - Forks: 6

mahmad00/Artifacts-of-DR-on-Hybrid-CNN-for-HSIC

The code is associated with the following paper "Artifacts of different dimension reduction methods on hybrid CNN feature hierarchy for Hyperspectral Image Classification".

Language: Jupyter Notebook - Size: 2.25 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 4

B-Xi/TCSVT_2022_DGSSC

DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery, TCSVT, 2022

Language: Python - Size: 1.67 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 14 - Forks: 0

B-Xi/TNNLS_2022_X-GPN

Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification, TNNLS, 2022.

Language: Python - Size: 7.07 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 19 - Forks: 2

B-Xi/RemoteSensing_2018_DKELM

Deep Kernel Extreme-Learning Machine for the Spectral–Spatial Classification of Hyperspectral Imagery, Remote Sensing, 2018.

Size: 19.5 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

B-Xi/JSTARS_2021_SGML

SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image Classification, JSTARS, 2021

Language: C++ - Size: 12.1 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 7 - Forks: 2

B-Xi/IGARSS_2021_SSGPN

Semi-Supervised Graph Prototypical Networks for Hyperspectral Image Classification, IGARSS, 2021.

Language: Python - Size: 9.91 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 3

B-Xi/JSTARS_2020_DPN-HRA

Deep Prototypical Networks With Hybrid Residual Attention for Hyperspectral Image Classification, JSTARS, 2020

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B-Xi/TGRS_2021_MDN-ASP

Multi-direction Networks with Attentional Spectral Prior for Hyperspectral Image Classification, TGRS, 2021.

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Related Keywords
hyperspectral-image-classification 163 remote-sensing 48 deep-learning 47 hyperspectral-imaging 27 pytorch 22 hyperspectral 22 machine-learning 20 convolutional-neural-networks 19 python 17 classification 11 cnn 10 deeplearning 10 image-processing 9 hyperspectral-image-analysis 9 hsi-classification 8 hyperspectral-images 8 tensorflow 8 image-classification 7 computer-vision 7 neural-network 7 keras 7 transformer 7 dimensionality-reduction 6 feature-extraction 6 attention-mechanism 6 3d-cnn 6 svm 5 hsi 5 pca 5 deep-neural-networks 5 landcover-classification 4 satellite-imagery 4 matlab 4 hyperspectral-data 4 graph-convolutional-networks 4 indian-pines-dataset 4 semi-supervised-learning 4 convolutional-neural-network 4 geology 3 3dcnn 3 band-selection 3 multispectral-images 3 matplotlib 3 remote-sensing-image 3 feature-selection 3 lidar 3 indianpines 3 remotesensing 3 recurrent-neural-networks 3 prototypical-learning 3 masked-autoencoder 3 few-shot-learning 3 ensemble-learning 3 self-supervised-learning 2 few-shot-classifcation 2 fcn 2 lightweight 2 lidar-point-cloud 2 variational-autoencoder 2 adversarial-examples 2 2d-cnn 2 indian-pines 2 adversarial-attacks 2 data-set 2 unsupervised-learning 2 clustering 2 principal-component-analysis 2 multimodal-data 2 satellite-data 2 scikit-learn 2 artificial-intelligence 2 pytorch-implmention 2 self-attention 2 transfer-learning 2 spectral-spatial-information-fusion 2 hyperspectral-image-denoising 2 autoencoder 2 superpixels 2 fully-connected-network 2 hyperspectral-datasets 2 data-analysis 2 data-science 2 open-set-recognition 2 hacktoberfest 2 segmentation 2 hyperspectral-anomaly-detection 2 pandas 2 semantic-segmentation 2 satellite-images 2 activelearning 2 salinas-dataset 2 preprocessing 2 pytorch-implementation 2 data-fusion 1 cloud 1 target-pixel 1 activelearning2110 1 lidar-image-fusion 1 spectral-data 1 spectral-spatial-residual-network 1