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Search results for python hyperspectral image classification

hyperspectral-image-classification x

40 search results found

Spectral ⭐ 423

Python module for hyperspectral image processing

Hyperspectral Classification ⭐ 309

Hyperspectral-Classification Pytorch

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".

A2s2k Resnet ⭐ 132

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

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

Hyperspectral_image_analysis_simplified ⭐ 77

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

Ieee_tnnls_tstnet ⭐ 42

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

Dimensionality Reduction And Classification On Hyperspectral Images Using Python ⭐ 36

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

Sensor Specific Hyperspectral Image Feature Learning ⭐ 31

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

Deephs_fruit ⭐ 29

Measuring the ripeness of fruit with Hyperspectral Imaging and Deep Learning

Ieee_tgrs_ldgnet ⭐ 22

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

Spectral-Spatial Unified Networks for Hyperspectral Image Classification

Data_fusion_hsi_lidar ⭐ 20

HSI and LiDAR image fusion based on Deep Learning

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

Ieee_tnnls_gia Cfsl ⭐ 19

Graph Information Aggregation Cross-domain Few-shot Learning for Hyperspectral Image Classification. IEEE TNNLS, 2022.

Hyperspectral_deeplearning_review ⭐ 18

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

Tgrs_2021_mdn Asp ⭐ 18

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

Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification

Hsi_ssftt ⭐ 16

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

Python For Remote Sensing ⭐ 15

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

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

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.

Tcsvt_2022_dgssc ⭐ 14

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

Jstars_2020_dpn Hra ⭐ 12

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

Am3net_multimodal_data_fusion ⭐ 12

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).

Presnet Hsi ⭐ 12

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

Two Branch Cnn Multisource Rs Classification ⭐ 11

Tip_2022_cmfsl ⭐ 10

Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification, TIP, 2022

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

Hsi Bandselection ⭐ 9

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

Tnnls_2022_x Gpn ⭐ 9

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

Ams M2esl ⭐ 8

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

Semi-Supervised Hyperspectral Image Classification

Specpatconv3d Network ⭐ 8

An implementation of the neural network described in "Convolution Based Spectral Partitioning Architecture for Hyperspectral Image Classification"

Self-Attention Context Network: Addressing the Threat of Adversarial Attacks for Hyperspectral Image Classification

Igarss_2021_ssgpn ⭐ 6

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

Hsi Toolbox ⭐ 6

Hyperspectral CNN compression and band selection

Pcahyperspectralclassifier ⭐ 6

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

Hsdatasets ⭐ 5

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

Spec Img Finesse ⭐ 5

Project for Machine Learning and Physical Applications Class - Hyperspectral image classification using SVM, and CNN with layer pruning and layer compression.

Scalable_rnn_hsi ⭐ 5

Source code of "Scalable Recurrent Neural Network for Hyperspectral Image Classification"

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