Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

Jaime Zabalza, Jinchang Ren, Jiangbin Zheng, +5

Neurocomputing

Image AnalysisMachine LearningData ScienceEngineeringAutoencoders +7

Novel Folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing

Jaime Zabalza, Jinchang Ren, Mingqiang Yang, +4

ISPRS Journal of Photogrammetry and Remote Sensing

RadarImage AnalysisImproved Feature ExtractionEngineeringSynthetic Aperture Radar +8

Novel Two-Dimensional Singular Spectrum Analysis for Effective Feature Extraction and Data Classification in Hyperspectral Imaging

Jaime Zabalza, Jinchang Ren, Jiangbin Zheng, +4

IEEE Transactions on Geoscience and Remote Sensing

EngineeringMultispectral ImagingFeature ExtractionImage AnalysisData Science +19

Effective Feature Extraction and Data Reduction in Remote Sensing Using Hyperspectral Imaging [Applications Corner]

Jinchang Ren, Jaime Zabalza, Stephen Marshall, +1

IEEE Signal Processing Magazine

Visible LightEngineeringMultispectral ImagingFeature ExtractionEarth Science +14

Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis

Tong Qiao, Jinchang Ren, Zheng Wang, +7

IEEE Transactions on Geoscience and Remote Sensing

Image AnalysisEngineeringData ScienceEffective DenoisingPattern Recognition +11

Singular Spectrum Analysis for Effective Feature Extraction in Hyperspectral Imaging

Jaime Zabalza, Jinchang Ren, Zheng Wang, +2

IEEE Geoscience and Remote Sensing Letters

EngineeringSsa ApproachMultispectral ImagingFeature ExtractionBiomedical Signal Analysis +18

Robust PCA micro-doppler classification using SVM on embedded systems

Jaime Zabalza, Carmine Clemente, Gaetano Di Caterina, +3

IEEE Transactions on Aerospace and Electronic Systems

EngineeringOutlier Rejection CapabilitiesFeature ExtractionEmbedded SystemsMicro-doppler Classification +15

Tri-CNN: A Three Branch Model for Hyperspectral Image Classification

Mohammed Q. Alkhatib, Mina Al-Saad, Nour Aburaed, +4

Remote Sensing

Hyperspectral ImagingConvolutional Neural NetworkImage ClassificationMachine VisionImage Analysis +13

Folded LDA: Extending the Linear Discriminant Analysis Algorithm for Feature Extraction and Data Reduction in Hyperspectral Remote Sensing

Samson Damilola Fabiyi, Paul Murray, Jaime Zabalza, +1

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

EngineeringMachine LearningMultispectral ImagingFeature ExtractionImage Analysis +15

Multiscale Superpixelwise Prophet Model for Noise-Robust Feature Extraction in Hyperspectral Images

Ping Ma, Jinchang Ren, Genyun Sun, +4

IEEE Transactions on Geoscience and Remote Sensing

EngineeringMachine LearningFeature DetectionMultispectral ImagingNoise-robust Feature Extraction +21