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Click here for this list in IEEE format.
Journal Publications 2020 “Thick Cloud Removal with Optical and SAR Imagery via Convolutional-Mapping -Deconvolutional Network”, in IEEE Transactions on Geoscience and Remote Sensing “Content-Guided Convolutional Neural Network for Hyperspectral Image Classification”, in IEEE Transactions on Geoscience and Remote Sensing “Global and Local Tensor Sparse Approximation Models for Hyperspectral Image Destriping”, in Remote Sensing “Collaborative learning of lightweight convolutional neural network and deep clustering for hyperspectral image semi-supervised classification with limited training samples”, in ISPRS Journal of Photogrammetry and Remote Sensing “Joint Spatial-spectral Resolution Enhancement of Multispectral Images with Spectral Matrix Factorization and Spatial Sparsity Constraints”, in Remote Sensing “Hyperspectral and Multispectral Image Fusion via Graph Laplacian Guided Coupled Tenor Decomposition”, in IEEE Transactions on Geoscience and Remote Sensing “Hyperspectral Anomaly Detection through Sparse Representation with Tensor Decomposition-based Dictionary Construction and Adaptive Weighting”, in IEEE Access 2019 “Enhanced Sparsity Prior Model for Low-rank Tensor Completion”, in IEEE Transactions on Neural Networks and Learning Systems “Accuracy Assessment of Different Photogrammetric Software for Processing Data from Low-Cost UAV Platforms in Forest Conditions”, in IForest “Hyper-Laplacian Regularized Nonlocal Low-rank Matrix Recovery for Hyperspectral Image Compressive Sensing Reconstruction”, in Information Sciences “Nonlocal Low-Rank Regularized Tensor Decomposition for Hyperspectral Image Denoising”, in IEEE Transactions on Geoscience and Remote Sensing “Going Deeper with Densely Connected Convolutional Neural Networks for Multispectral Pansharpening”, in Remote Sensing “Hyperspectral Image Denoising Using Global Weighted Tensor Norm Minimum and Nonlocal Low-Rank Approximation”, in Remote Sensing “Hyperspectral Images Classification Based on Dense Convolutional Networks with Spectral-Wise Attention Mechanism”, in Remote Sensing “Multi-Scale Wavelet 3D-CNN Based Hyperspectral Image Super-Resolution”, in Remote Sensing “Nonconvex Tensor Rank Minimization and Its Applications to Tensor Recovery”, in Information Sciences “Nonlocal Tensor Sparse Representation and Low-Rank Regularization for Hyperspectral Image Compressive Sensing Reconstruction”, in Remote Sensing “Spectral super-resolution for multispectral image based on spectral improvement strategy and spatial preservation strategy”, in IEEE Transactions on Geoscience and Remote Sensing “Thin Cloud Removal with Residual Symmetrical Concatenation Network”, in ISPRS Journal of Photogrammetry and Remote Sensing “Synergies of Spaceborne Imaging Spectroscopy with Other Remote Sensing Approaches”, in Surveys in Geophysics 2018 “Coarse-to-fine salient object detection based on deep convolutional neural networks”, in Signal Processing: Image Communication “FOV Expansion of Bio-Inspired Multiband Polarimetric Imagers with Convolutional Neural Networks”, in IEEE Photonics Journal “Semi-Supervised Deep Learning Classification for Hyperspectral Image Based on Dual-Strategy Sample Selection”, in Remote Sensing “Hyperspectral and Multispectral Image Fusion via Deep Two-Branches Convolutional Neural Network”, in Remote Sensing “Deformable Dictionary Learning for SAR Image Change Detection”, in IEEE Transactions on Geoscience and Remote Sensing “Hyperspectral Image Super-Resolution Based on Spatial and Spectral Correlation Fusion”, in IEEE Transactions on Geoscience and Remote Sensing “Robust Long-term Correlation Tracking using Convolutional Features and Detection Proposals”, in Neurocomputing “Random forest regression for online capacity estimation of lithium-ion batteries”, in Applied Energy “An Iterative Image Dehazing Method with Polarization”, in IEEE Transactions on Multimedia “Total Variation and Rank-1 Constraint RPCA for Background Subtraction”, in IEEE Access 2017 “Image Fusion for Spatial Enhancement of Hyperspectral Image via Pixel Group Based Non-Local Sparse Representation”, in Remote Sensing “Joint Hyperspectral Super-Resolution and Unmixing with Interactive Feedback”, in IEEE Transactions on Geoscience and Remote Sensing “Learning and Transferring Deep Joint Spectral-Spatial Features for Hyperspectral Classification”, in IEEE Transactions on Geoscience and Remote Sensing “No-Reference Hyperspectral Image Quality Assessment via Quality-Sensitive Features Learning”, in Remote Sensing “Polarization Guided Auto-Regressive Model for Depth Recovery”, in IEEE Photonics Journal 2016 “Effects of forest structure and airborne laser scanning point cloud density on 3D delineation of individual tree crowns”, in European Journal of Remote Sensing “Coupled Sparse Denoising and Unmixing With Low-Rank Constraint for Hyperspectral Image”, in IEEE Transactions on Geoscience and Remote Sensing “Potential of Resolution-Enhanced Hyperspectral Data for Mineral Mapping Using Simulated EnMAP and Sentinel-2 Images: Special Issue The Environmental Mapping and Analysis Program (EnMAP) Mission: Preparing for Its Scientific Exploitation”, in Remote Sensing 2015 “Impact of environmental factors on the spectral characteristics of lava surfaces: field spectrometry of basaltic lava flows on Tenerife, Canary Islands, Spain”, in Remote Sensing 2014 “Biodiversity mapping in a tropical West African forest with airborne hyperspectral data”, in PLoS ONE “Robust locally weighted regression for supperresolution enhancement of multi-angle remote sensing imagery”, in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing “Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping”, in ISPRS Journal of Photogrammetry and Remote Sensing 2013 “Hyperspectral Imagery Super-Resolution by Spatial-Spectral Joint Nonlocal Similarity”, in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2012 “Impact of Urban Land-Cover Classification on Groundwater Recharge Uncertainty”, in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing “An evaluation of ensemble classifiers for mapping Natura 2000 heathland in Belgium using spaceborne angular hyperspectral (CHRIS/Proba) imagery”, in International Journal of Applied Earth Observation and Geoinformation “Mapping impervious surfaces from superresolution enhanced CHRIS/Proba imagery using multiple endmember unmixing”, in ISPRS Journal of Photogrammetry and Remote Sensing “An operational superresolution approach for multi-temporal and multi-angle remotely sensed imagery”, in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing “Multiple endmember unmixing of CHRIS/Proba imagery for mapping impervious surfaces in urban and suburban environments”, in IEEE Transactions on Geoscience and Remote Sensing 2011 “Quantitative measurement for the homogeneity and contrast of the step edges in satellite image point spread function estimation”, in International Journal of Remote Sensing “Preliminary results of superresolution enhanced angular hyperspectral (CHRIS/Proba) images for land cover classification”, in IEEE Geoscience and Remote Sensing Letters “Long term monitoring of wetlands along the Western-Greek bird migration route using Landsat and ASTER satellite images: Amvrakikos Gulf (Greece)”, in Journal for Nature Conservation 2010 “Fully automatic subpixel image registration of multiangle CHRIS/Proba data”, in IEEE Transactions on Geoscience and Remote Sensing “Superresolution enhancement of hyperspectral CHRIS/Proba images with a Thin Plate Spine non-rigid transform model”, in IEEE Transactions on Geoscience and Remote Sensing 2009 “An assessment of geometric activities features for classification of urban man-made objects using meter resolution imagery”, in Photogrammetric Engineering and Remote Sensing 2008 “Improved classification of VHR images of urban areas using directional morphological profiles”, in 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”, in Remote Sensing of Environment 2005 “Qualitative distinction of congeneric and introgressive mangrove species in mixed patchy forest assemblages using high spatial resolution remotely sensed imagery (IKONOS)”, in Systematics and Biodiversity 2003 “Texture Classification of Logging in Tropical Africa Using Machine Learning Algorithms”, in International Journal of Remote Sensing 2001 “Detecting the nature of change in an urban environment - a comparison of machine learning algorithms”, in Photogrammetric Engineering and Remote Sensing “Enhanced algorithm performance for land cover classification from remotely sensed data using bagging and boosting”, in IEEE Transactions on Geoscience and Remote Sensing 2000 “Multiple criteria for evaluating machine learning algorithms for land cover classification from satellite data”, in Remote Sensing of Environment Conference Publications 2016 “Hyperspectral image classification using two-channel deep convolutional neural network”, in IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2013 “FOREST SPECIES AND BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING AND HYPERSPECTRAL IMAGES”, in 5th Whorkshop on Hyperspectral Image and Signal processing: Evolution in Remote Sensing 2012 “Combined spatial point pattern analysis and remote sensing for assessing landmine affected areas”, in 2012 IEEE International Geoscience and Remote Sensing Symposium “Local Linear Spectral Unmixing via Cluster Analysis and Non-Negative Matrix Factorization for Hyperspectral (Chris/Proba) Imagery”, in 2012 IEEE International Geoscience and Remote Sensing Symposium “Use of land-cover fractions obtained from multiple endmember unmixing of CHRIS/Proba imagery for distributed runoff estimation”, in 32nd EARSeL Symposium Proceedings, Advances in Geosciences 2011 “Comparison of two classification techniques for urban impervious surface mapping and the impact on simulated recharge”, in 7th EARSeL Workshop of the Special Interest Group in Imaging Spectroscopy, 11-13 April 2011, Edinburgh “Improving urban characterization using hyperspectral remote sensing (Woluwe-Brussels)” “Mapping Natura 2000 heathland in Belgium - An evaluation of ensemble classifiers for spaceborne angular CHRIS/Proba imagery”, in Proceedings of IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011, Vancouver, Canada, 24 29 July, 2011 2010 “Mapping sealed surfaces from CHRIS/Proba data: a multiple endmember unmixing approach”, in Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) “Natura 2000 habitat identification and conservation status assessment with superresolution enhanced (CHRIS/Proba) imagery” 2009 “Use of superresolution enhanced CHRIS/Proba images for land-cover classification and spectral unmixing”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “Automatic image registration of multi-angle imagery for CHRIS/PROBA”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “Superresolution enhancement for temporal hyperspectral-oriented data sets”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet 2008 “A comparison of superresolution reconstruction methods for multi-angle CHRIS/Proba images”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “AN EVALUATION OF ECOTOPE CLASSIFICATION USING SUPERRESOLUTION IMAGES DERIVED FROM CHRIS/PROBA DATA”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “BINARY CLASSIFICATION STRATEGIES FOR MAPPING URBAN LAND COVER WITH ENSEMBLE CLASSIFIERS”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “The Luizi structure: remote sensing study of a possible impact crater in Central Africa”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet 2007 “Potential problems with using reconstruction in morphological profiles for classification of remote sensing images from urban areas”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “ENSEMBLE CLASSIFIERS FOR HYPERSPECTRAL CLASSIFICATION”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet “Performance of different learning algorithms for object-based mapping of urban land cover using high-resolution satellite imagery”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet 2005 “Semantic risk estimation of suspected minefields based on spatial relationships analysis of minefield indicators from multilevel remote sensing imagery” 2004 “Remote sensing minefield area reduction: Model-based approaches for the extraction of minefield indicators” “Scale selection of multiscale image diffusion using probabilistic methods”, in Finds and Results from the Swedish Cyprus Expedition: A Gender Perspective at the Medelhavsmuseet 2002 “Multispectral analysis of temporal thermal behavior of anti-personnel mines using principal component and textural transformations”, in The Fifth International Symposium on Technology and the Mine Problem, April 21-25, 2002, Naval Postgraduate School, Monterey, CA 93943 Book Publications 2020 “Hyperspectral-Multispectral Image Fusion Enhancement Based on Deep Learning”, in Hyperspectral Image Analysis - Advances in Machine Learning and Signal Processing Reports 2011 “A classification framework for habitat status reporting with remote sensing methods (HABISTAT): Final Report, Belgian Science Policy, Research Programme for Earth Observation (STEREO II), contract SR/00/103” 2010 “Hyperspectral remote sensing for environment and water management (HYPERENV): Intermediate Report and Project Extension Proposal, Research Council, Vrije Universiteit Brussel” “Mapping update and analysis of the evolution of non-built (green) spaces in the Brussels Capital Region (ActuaEvol/09): Final Report, Brussels Instituut voor Milieubeheer (BIM)” 2008 “A comprehensive review of superresolution image reconstruction methods - application on multi-angular hyperspectral satellite images” “Field Campaign 2008 - an investigation of spectral profiles deriving from CHRIS/Proba imagery” 2007 “IDAS- Intelligente Data-integratie services voor Actualisatie van Spatiale Data. WP3. Karakterisatie van beeldclassificatie” 2006 “Detecting man-made structures in urban areas using multi-spectral and geometric classification methods” 2005 “Application of Machine Learning Techniques for Ecotope Classification based on Hyperspectral Images” Other Publications 2010 “Cyanobacterial, algal and macrophytic reflectances from shallow urban ponds using a RAMSES-ARC spectroradiometer (Woluwe-Brussels)”, in Proceedings of the Hyperspectral 2010 Workshop: from CHRIS/Proba to PRISMA & EnMAP and beyond, ESA-ESRIN, 17-19 March, Frascati, Italy 2008 “Monitoring wetlands along the ‘Western-Greek Bird Migration Route’. Spatio-temporal change detection using remote sensing and GIS in Logarou Lagoon, Western Greece: a pilot study”, in 6th European Conference on Ecological Restoration, 8-12 September 2008, Ghent, Begium
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