hyperspectral-image-classification
There are 49 repositories under hyperspectral-image-classification topic.
spectralpython / spectral
Python module for hyperspectral image processing
Language:Python 538eecn / Hyperspectral-Classification
Hyperspectral-Classification Pytorch
Language:Python 459gokriznastic / 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 285syamkakarla98 / 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 212zilongzhong / SSRN
This is a tensorflow and keras based implementation of SSRNs in the IEEE T-GRS paper "Spectral-Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework".
Language:Python 207KonstantinosF / Classification-of-Hyperspectral-Image
Classification of the Hyperspectral Image Indian Pines with Convolutional Neural Network
Language:Jupyter Notebook 180suvojit-0x55aa / A2S2K-ResNet
A2S2K-ResNet: Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification
Language:Python 179mhaut / hyperspectral_deeplearning_review
Code of paper "Deep Learning Classifiers for Hyperspectral Imaging: A Review"
Language:Python 178AnkurDeria / 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 149Pytorch implementation of Multimodal Fusion Transformer for Remote Sensing Image Classification.
Language:Jupyter Notebook 146Z-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 99shuguang-52 / 2018-RemoteSens-FDSSC
A Fast Dense Spectral-Spatial Convolution Network Framework for Hyperspectral Images Classification(Remote Sensing 2018)
Language:Python 83In this repository, You can find the files which implement dimensionality reduction on the hyperspectral image(Indian Pines) with classification.
Language:Jupyter Notebook 81zgr6010 / 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 75YonghaoXu / SSUN
[IEEE TGRS 2018] Spectral-Spatial Unified Networks for Hyperspectral Image Classification
Language:Python 69ShoupingShan / Hyperspectral-image-target-detection-based-on-sparse-representation
Hyperspectral image Target Detection based on Sparse Representation
Language:MATLAB 68Source code of "Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification"
Language:Python 53- Language:MATLAB 51
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 50YuxiangZhang-BIT / IEEE_TNNLS_TSTnet
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification. IEEE TNNLS, 2021.
Language:Python 48- Language:Python 47
NISL-MSU / HSI-BandSelection
Developing Low-Cost Multispectral Imagers using Inter-Band Redundancy Analysis and Greedy Spectral Selection in Hyperspectral Imaging.
Language:Jupyter Notebook 45andreybicalho / ExtendedMorphologicalProfiles
Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles
Language:Jupyter Notebook 43leeguandong / 3D-DenseNet-for-HSI
paper：Three-dimensional densely connected convolutional network for hyperspectral remote sensing image classification
Language:Python 43majidseydgar / Res-CP
Semi-Supervised Hyperspectral Image Classification
Language:Python 42DotWang / ASSMN
[TGRS 2020] The official repo for the paper "Adaptive Spectral-Spatial Multiscale Contextual Feature Extraction for Hyperspectral Image Classification".
Language:Python 41[IEEE TBD 2020] Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification
Language:Python 41Source code of "A Single Model CNN for Hyperspectral Image Denoising"
Language:MATLAB 40ucalyptus / DARecNet-BS
[IEEE GRSL] - DARecNet-BS: Unsupervised Dual Attention Reconstruction Network for Hyperspectral Band Selection
Language:Jupyter Notebook 40[TIP 2023] The official repo for the paper "DCN-T: Dual Context Network with Transformer for Hyperspectral Image Classification".
Language:Python 39MeiShaohui / Sensor-Specific-Hyperspectral-Image-Feature-Learning
Learning Sensor-Specific Spatial-Spectral Features of Hyperspectral Images via Convolutional Neural Networks
Language:Python 39HSI and LiDAR image fusion based on Deep Learning
Language:Python 39Graph Information Aggregation Cross-domain Few-shot Learning for Hyperspectral Image Classification. IEEE TNNLS, 2022.
Language:Python 37cogsys-tuebingen / deephs_fruit
Measuring the ripeness of fruit with Hyperspectral Imaging and Deep Learning
Language:Python 35purbayankar / 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 32swalpa / G2C-Conv3D-HSI
PyTorch implementation of the paper - Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution
Language:Jupyter Notebook 32
