hyperspectral-unmixing 开源项目推荐（22 个）

WHU-Sigma /HyperSIGMA

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

zhouyuanzxcv /Hyperspectral

This repository contains several hyperspectral image analysis algorithms, including unmixing, registration and fusion.

Xinyu-Wang /SGSNMF_TGRS

X. Wang, Y. Zhong, L. Zhang, and Y. Xu, “Spatial Group Sparsity Regularized Nonnegative Matrix Factorization for Hyperspectral Unmixing,” IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 11, pp.6287-6304, 2017.

dv-fenix /HyperspecAE

Code for the experiments on the Samson Dataset as presented in the paper: Hyperspectral Unmixing Using a Neural Network Autoencoder (Palsson et al. 2018)

laugh12321 /DACN

Hyperspectral Unmixing via Dual Attention Convolutional Neural Networks | 基于双注意力卷积神经网络的高光谱图像解混

deepanshi-s /Hyperspectral-unmixing

Complete code for linear and non-linear unmixing Hyperspectral images in Python.

MeiShaohui /Spectral-Variability-Augmented-Sparse-Unmixing

Spectral Variability Augmented Sparse Unmixing of Hyperspectral Images & Spatial Purity based Endmember Extraction for Spectral Mixture Analysis

smsk-01 /Hyperspectral-Source-Unmixing-with--VAE

Hyperspectral unmixing using Variational Autoencoders with Dirichlet latent distributions, achieving state-of-the-art performance on endembers and abundances reconstruction.

cmdecastro /BSthesis

This repository contains all the codes and some data I used for my undergraduate thesis on Philippine Senate election patterns from 2013-2019 using Hyperspectral Unmixing.

mhmdjouni /MultiHU-TD-Python

MultiHU-TD: Multifeature Hyperspectral Unmixing Based on Tensor Decomposition

gaetanosettembre /data_unmixing

This repository is the official data source for the paper "Advancing blind hyperspectral unmixing in remote sensing: comparing deep-inspired subspace learning methods" by G. Settembre, F. Esposito, N. Del Buono

XiangfeiShen /IEEE_TGRS_2021_HyperWeak

Source code for the paper titled "Towards Weak Signal Analysis in Hyperspectral Data: A Semi-supervised Unmixing Perspective"

dv-fenix /SemiNMF-Autoencoders

Official implementation of our NCC'24 paper titled "Semi‑NMF Regularization‑Based Autoencoder Training for Hyperspectral Unmixing".

XiangfeiShen /Layered_Sparse_Regression_Unmixing

Demo of the TGRS paper titled "Efficient Hyperspectral Sparse Regression Unmixing with Multilayers"

XiangfeiShen /IEEE_JSTARS2020_SENMAV

Source code for the paper titled "Spatial-Spectral Hyperspectral Endmember Extraction Using a Spatial Energy Prior"

XiangfeiShen /IEEE_JSTARS2021_fspm

source code for paper titled "Subspace-based Preprocessing Module for Fast Hyperspectral Endmember Selection"

Dark3850 /S3ViT-Hyperspectral-Unmixing

Self-Supervised Spectral Vision Transformer for Hyperspectral Unmixing

alizia369 /hsi-occluded-object-detection

MATLAB code for occluded object detection in hyperspectral images (PhD thesis chapter, Griffith 2020; arXiv version forthcoming)

wwang-7 /HSI_unmix

Dual-branch hyperspectral unmixing model

harjonillo /voting-unmixing-ph

Unmixing analysis to surface senatorial voting patterns in the Philippines. End-to-end from data processing and experiment notebooks to a FastHTML static site to explore model results. Affiliation for this work: NIP @ UP Diliman, with research adviser May T. Lim, PhD.