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HSIClassification

Hyperspectral image classification with varies image processing and machine learning methods, including dimensional reduction, over-segmentation,and classifiers(Multinomial Logist Resgression, Sparse Representation based Clasifiers)... The purpose of this repository is for my own education of machine learning methods.

feature extraction

GLCM, Gabor, Morphological Profile(MP), Attributr Profile (AP)

dimensional reduction

PCA, KernelPCA, LDA

classifiers

SVM(based on LibSVM), random forest(based on open soruce toolbox), (joint)sparse respresentation based classifiers (based on SPAMS), and L1/L2 regularized multinomial logistic regression

Result

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Hyperspectral image classification with varies image processing and machine learning methods.

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