A Robust Rule-Based Ensemble Framework Using Mean-Shift Segmentation for Hyperspectral Image Classification

A Novel Rule-based Approach In Mapping Landslide Susceptibility

(2019) Majid Shadman Roodposhti et al.   SENSORS

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

Random Forest Ensembles and Extended Multiextinction Profiles for Hyperspectral Image Classification

(2018) Junshi Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Rapid assessment of corn seed viability using short wave infrared line-scan hyperspectral imaging and chemometrics

(2018) Collins Wakholi et al.   SENSORS AND ACTUATORS B-CHEMICAL

Hyperspectral Classification Based on Texture Feature Enhancement and Deep Belief Networks

(2018) Jiaojiao Li et al.   Remote Sensing

Modelling Water Stress in a Shiraz Vineyard Using Hyperspectral Imaging and Machine Learning

(2018) Kyle Loggenberg et al.   Remote Sensing

A novel algorithm for calculating transition potential in cellular automata models of land-use/cover change

(2018) Majid Shadman Roodposhti et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Weight-Based Rotation Forest for Hyperspectral Image Classification

(2017) Wei Feng et al.   IEEE Geoscience and Remote Sensing Letters

Convolutional neural networks for hyperspectral image classification

(2017) Shiqi Yu et al.   NEUROCOMPUTING

Improving SVDD classification performance on hyperspectral images via correlation based ensemble technique

(2017) Faruk Sukru Uslu et al.   OPTICS AND LASERS IN ENGINEERING

Probabilistic class structure regularized sparse representation graph for semi-supervised hyperspectral image classification

(2017) Yuanjie Shao et al.   PATTERN RECOGNITION

Hyperspectral image reconstruction by deep convolutional neural network for classification

(2017) Yunsong Li et al.   PATTERN RECOGNITION

Mapping urban land cover from high spatial resolution hyperspectral data: An approach based on simultaneously unmixing similar pixels with jointly sparse spectral mixture analysis

(2017) Fen Chen et al.   REMOTE SENSING OF ENVIRONMENT

Mapping per-pixel predicted accuracy of classified remote sensing images

(2017) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

Local Geometric Structure Feature for Dimensionality Reduction of Hyperspectral Imagery

(2017) Fulin Luo et al.   Remote Sensing

Discriminative Feature Metric Learning in the Affinity Propagation Model for Band Selection in Hyperspectral Images

(2017) Chen Yang et al.   Remote Sensing

Bayesian classification of hyperspectral images using spatially-varying Gaussian mixture model

(2016) Koray Kayabol et al.   DIGITAL SIGNAL PROCESSING

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification

(2016) Junshi Xia et al.   IEEE Geoscience and Remote Sensing Letters

Integrating Hierarchical Segmentation Maps With MRF Prior for Classification of Hyperspectral Images in a Bayesian Framework

(2016) Meysam Golipour et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Nonparametric feature extraction for classification of hyperspectral images with limited training samples

(2016) Azadeh Kianisarkaleh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semisupervised classification for hyperspectral image based on multi-decision labeling and deep feature learning

(2016) Xiaorui Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Can we open the black box of AI?

(2016) Davide Castelvecchi   NATURE

Hyperspectral image nonlinear unmixing and reconstruction by ELM regression ensemble

(2016) Borja Ayerdi et al.   NEUROCOMPUTING

Unsupervised feature selection based on maximum information and minimum redundancy for hyperspectral images

(2016) Jie Feng et al.   PATTERN RECOGNITION

Regularized set-to-set distance metric learning for hyperspectral image classification

(2016) Jiangtao Peng et al.   PATTERN RECOGNITION LETTERS

Seasonal stability of chlorophyll fluorescence quantified from airborne hyperspectral imagery as an indicator of net photosynthesis in the context of precision agriculture

(2016) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Examining the Spectral Separability of Prosopis glandulosa from Co-Existent Species Using Field Spectral Measurement and Guided Regularized Random Forest

(2016) Nyasha Mureriwa et al.   Remote Sensing

Rule-based land use/land cover classification in coastal areas using seasonal remote sensing imagery: a case study from Lianyungang City, China

(2015) Xiaoyan Yang et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Subspace-Based Support Vector Machines for Hyperspectral Image Classification

(2015) Lianru Gao et al.   IEEE Geoscience and Remote Sensing Letters

Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network

(2015) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Class-Dependent Sparse Representation Classifier for Robust Hyperspectral Image Classification

(2015) Minshan Cui et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spectral–Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields

(2015) Junshi Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Challenges in representation learning: A report on three machine learning contests

(2015) Ian J. Goodfellow et al.   NEURAL NETWORKS

Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation

(2015) Borja Ayerdi et al.   NEUROCOMPUTING

Sea water chlorophyll-a estimation using hyperspectral images and supervised Artificial Neural Network

(2014) Mohamad Awad   Ecological Informatics

A Subspace-Based Multinomial Logistic Regression for Hyperspectral Image Classification

(2014) Mahdi Khodadadzadeh et al.   IEEE Geoscience and Remote Sensing Letters

Analyzing Training Information From Random Forests for Improved Image Segmentation

(2014) Dwarikanath Mahapatra   IEEE TRANSACTIONS ON IMAGE PROCESSING

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest

(2013) Junshi Xia et al.   IEEE Geoscience and Remote Sensing Letters

Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment

(2012) L. Naidoo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A simple quadratic method of absorption feature wavelength estimation in continuum removed spectra

(2012) Andrew Rodger et al.   REMOTE SENSING OF ENVIRONMENT

An Adaptive Artificial Immune Network for Supervised Classification of Multi-/Hyperspectral Remote Sensing Imagery

(2011) Yanfei Zhong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multi- and hyperspectral geologic remote sensing: A review

(2011) Freek D. van der Meer et al.   International Journal of Applied Earth Observation and Geoinformation

SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images

(2010) Yuliya Tarabalka et al.   IEEE Geoscience and Remote Sensing Letters

Ensemble-based classifiers

(2009) Lior Rokach   ARTIFICIAL INTELLIGENCE REVIEW

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

(2008) Mathieu Fauvel et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT

A genetic algorithm rule-based approach for land-cover classification

(2007) Ming-Hseng Tseng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING