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Jón Atli Benediktsson - Rector
–
Senior Management
Jón Atli Benediktsson
Íslenska
Rector
Professor
Location
Aðalbygging / A-108
Phone
525 - 4302
Email
benedikt [at] hi.is
Unit
Office of the Rector
Website
https://benedikt.hi.is/
Published Work
Jón Atli Benediktsson - published work
Curriculum Vitae
Jón Atli Benediktsson - Curriculum Vitae
ORCID site
https://orcid.org/0000-0003-0621-9647
Research portal – Jón Atli Benediktsson
 
 
 
 
Collaboration
Dr. James C. Tilton,
,
NASA Goddard, USA
Dr. Jacqueline LeMoigne
,
NASA Goddard, USA
Dr. Jacqueline LeMoigne
,
Hunan University, China
Prof. Mingmin Chi
,
Fundan University, Shanghai, China
Prof. Björn Waske
,
University of Berlin, Germany
Prof. Melba M. Crawford
,
Purdue University, W. Lafayette, Indiana, USA
Prof. Uwe Stilla
,
TUM, Munich, Germany
Prof. Sebastiano B. Serpico
,
University of Genoa, Italy
Prof. Antonio J. Plaza
,
University of Extremadura, Spain
Prof. Lorenzo Bruzzone
,
University of Trento, Italy
Prof. Jocelyn Chanussot
,
Grenoble Institute of Tecnology, France
Education
1990
,
Ph.D.
,
Purdue University, W. Lafayette, Indiana
,
Electrical Engineering
1987
,
M.S.E.E.
,
Purdue University, W. Lafayette, Indiana
,
M.S.E.E.
1984
,
Cand. Scient,
,
University of Iceland
,
Electrical Engineering
Professional Experience
2015 -
,
Rector/President,
University of Iceland
2009 -
2015,
Pro-Rector of Science and Academic Affairs,
University of Iceland from Feb
2006 -
2009,
Director of Academic Development Rector's/President's Office,
University of Iceland
2005 -
2008,
Member of Ad Hoc Graduate Faculty,
University of Louisville Louisville
1999 -
2004,
Chairman,
Metan Ltd
1999 -
2004,
Visiting Professor,
Kingston University Kingston Upon Thames UK
1998 -
1998,
Visiting Scholar DTU,
DTU Lyngby Denmark
1998 -
1998,
Visiting Scientist at JRC,
Joint Research Centre (JRC), European Commission, Ispra, Italy
1991 -
1996,
On the academic staff of the University - Full Professor from 1996,
University of Iceland
1995 -
1995,
Visiting Scholar Purdue University,
Purdue University, W. Lafayette, Indiana, USA
1986 -
1990,
Research Assistant,
School of Electrical Engineering and Laboratory for Application of Remote Sensing (LARS) Purdue University
1984 -
1985,
Employed by the Engineering Research Institute,
University of Iceland
Published works
2024
Iterative Sample Generation and Balance Approach for Improving Hyperspectral Remote Sensing Imagery Classification With Deep Learning Network
IEEE Transactions on Geoscience and Remote Sensing
Pansharpening Based on Multimodal Texture Correction and Adaptive Edge Detail Fusion
Remote Sensing
Small-Sample Classification for Hyperspectral Images With EPF-Based Smooth Ordering
IEEE Transactions on Geoscience and Remote Sensing
Exploring Transformer-Based Direction-of-Arrival Estimation Over Sea Surface: A BERT Approach With Physics-Based Loss Function
IEEE Transactions on Geoscience and Remote Sensing
Sample Iterative Enhancement Approach for Improving Classification Performance of Hyperspectral Imagery
IEEE Geoscience and Remote Sensing Letters
DRBM-ClustNet: A Deep Restricted Boltzmann–Kohonen Architecture for Data Clustering
IEEE Transactions on Neural Networks and Learning Systems
Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural Network
IEEE Transactions on Neural Networks and Learning Systems
2023
Novel Enhanced UNet for Change Detection Using Multimodal Remote Sensing Image
IEEE Geoscience and Remote Sensing Letters
Deep-Learning-Based 3-D Surface Reconstruction—A Survey
Proceedings of the IEEE
Novel Adaptive Region Spectral–Spatial Features for Land Cover Classification With High Spatial Resolution Remotely Sensed Imagery
IEEE Transactions on Geoscience and Remote Sensing
Comprehensive mapping of lunar surface chemistry by adding Chang'e-5 samples with deep learning
Nature Communications
Augmented GBM Nonlinear Model to Address Spectral Variability for Hyperspectral Unmixing
Remote Sensing
IESRGAN: Enhanced U-Net Structured Generative Adversarial Network for Remote Sensing Image Super-Resolution Reconstruction
Remote Sensing
Foreword
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hierarchical Attention Feature Fusion-Based Network for Land Cover Change Detection With Homogeneous and Heterogeneous Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Novel Land-Cover Classification Approach With Nonparametric Sample Augmentation for Hyperspectral Remote-Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Novel Piecewise Distance Based on Adaptive Region Key-Points Extraction for LCCD With VHR Remote-Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Spatial-Contextual Information Utilization Framework for Land Cover Change Detection With Hyperspectral Remote Sensed Images
IEEE Transactions on Geoscience and Remote Sensing
2022
BS-McL: Bilevel Segmentation Framework With Metacognitive Learning for Detection of the Power Lines in UAV Imagery
IEEE Transactions on Geoscience and Remote Sensing
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing Images
IEEE Geoscience and Remote Sensing Letters
Asymmetric Hash Code Learning for Remote Sensing Image Retrieval
IEEE Transactions on Geoscience and Remote Sensing
Predicting Classification Performance for Benchmark Hyperspectral Datasets
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spatial–Spectral Attention Network Guided With Change Magnitude Image for Land Cover Change Detection Using Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
A Multispectral and Panchromatic Images Fusion Method Based on Weighted Mean Curvature Filter Decomposition
Applied Sciences
Training Samples Enriching Approach for Classification Improvement of VHR Remote Sensing Image
IEEE Geoscience and Remote Sensing Letters
A Pan-Sharpening Method with Beta-Divergence Non-Negative Matrix Factorization in Non-Subsampled Shear Transform Domain
Remote Sensing
Landslide Inventory Mapping on VHR Images via Adaptive Region Shape Similarity
IEEE Transactions on Geoscience and Remote Sensing
Novel Automatic Approach for Land Cover Change Detection by Using VHR Remote Sensing Images
IEEE Geoscience and Remote Sensing Letters
Object-Based Sorted-Histogram Similarity Measurement for Detecting Land Cover Change With VHR Remote Sensing Images
IEEE Geoscience and Remote Sensing Letters
Novel Spatial–Spectral Channel Attention Neural Network for Land Cover Change Detection with Remote Sensed Images
Remote Sensing
Automatic Landslide Inventory Mapping Approach Based on Change Detection Technique With Very-High-Resolution Images
IEEE Geoscience and Remote Sensing Letters
A General Spline-Based Method for Centerline Extraction from Different Segmented Road Maps in Remote Sensing Imagery
Remote Sensing
Land Cover Change Detection With Heterogeneous Remote Sensing Images: Review, Progress, and Perspective
Proceedings of the IEEE
2021
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions
IEEE Geoscience and Remote Sensing Magazine
Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing Images
IEEE Geoscience and Remote Sensing Letters
Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Iterative Training Sample Expansion to Increase and Balance the Accuracy of Land Classification From VHR Imagery
IEEE Transactions on Geoscience and Remote Sensing
Diagnostic Analysis on Change Vector Analysis Methods for LCCD Using Remote Sensing Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban Areas
IEEE Transactions on Geoscience and Remote Sensing
Scheduling-Guided Automatic Processing of Massive Hyperspectral Image Classification on Cloud Computing Architectures
IEEE Transactions on Cybernetics
Functional Feature Extraction for Hyperspectral Image Classification With Adaptive Rational Function Approximation
IEEE Transactions on Geoscience and Remote Sensing
2020
Landslide Inventory Mapping With Bitemporal Aerial Remote Sensing Images Based on the Dual-Path Fully Convolutional Network
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Mixed Gaussian and Sparse Noise Reduction
IEEE Geoscience and Remote Sensing Letters
An Object-Oriented Color Visualization Method with Controllable Separation for Hyperspectral Imagery
Applied Sciences
Spatially Enhanced Spectral Unmixing Through Data Fusion of Spectral and Visible Images from Different Sensors
Remote Sensing
Object-Oriented Key Point Vector Distance for Binary Land Cover Change Detection Using VHR Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Deep TEC: Deep Transfer Learning with Ensemble Classifier for Road Extraction from UAV Imagery
Remote Sensing
Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learning
Nature Communications
Supervised Functional Data Discriminant Analysis for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox
IEEE Geoscience and Remote Sensing Magazine
2019
Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification
Remote Sensing
Novel Land Cover Change Detection Method Based on k-Means Clustering and Adaptive Majority Voting Using Bitemporal Remote Sensing Images
IEEE Access
Novel Adaptive Histogram Trend Similarity Approach for Land Cover Change Detection by Using Bitemporal Very-High-Resolution Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Remotely sensed big data: evolution in model development for information extraction [point of view]
Proceedings of the IEEE
Fusion of Multiple Edge-Preserving Operations for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Hierarchical clustering approaches for flood assessment using multi-sensor satellite images
International Journal of Image and Data Fusion
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning
Remote Sensing
Feature extraction from hyperspectral images using learned edge structures
Remote Sensing Letters
Multisensor Composite Kernels Based on Extreme Learning Machines
IEEE Geoscience and Remote Sensing Letters
Hyperspectral Image Classification With Squeeze Multibias Network
IEEE Transactions on Geoscience and Remote Sensing
Spatial–Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing Images
Remote Sensing
Novel Multi-Scale Filter Profile-Based Framework for VHR Remote Sensing Image Classification
Remote Sensing
Vegetation Cover Estimation Using Convolutional Neural Networks
IEEE Access
A Novel Unsupervised Sample Collection Method for Urban Land-Cover Mapping Using Landsat Imagery
IEEE Transactions on Geoscience and Remote Sensing
Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art
IEEE Geoscience and Remote Sensing Magazine
Spatial Density Peak Clustering for Hyperspectral Image Classification With Noisy Labels
IEEE Transactions on Geoscience and Remote Sensing
Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Deep Learning for Hyperspectral Image Classification: An Overview
IEEE Transactions on Geoscience and Remote Sensing
2018
Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing
Landslide Inventory Mapping From Bitemporal High-Resolution Remote Sensing Images Using Change Detection and Multiscale Segmentation
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Detection and Correction of Mislabeled Training Samples for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing Images
Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM Method
IEEE Transactions on Geoscience and Remote Sensing
Refining Land Cover Classification Maps Based on Dual-Adaptive Majority Voting Strategy for Very High Resolution Remote Sensing Images
Remote Sensing
Contextual Online Dictionary Learning for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Post-Processing Approach for Refining Raw Land Cover Change Detection of Very High-Resolution Remote Sensing Images
Remote Sensing
Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Generative Adversarial Networks for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Decolorization-Based Hyperspectral Image Visualization
IEEE Transactions on Geoscience and Remote Sensing
Extinction Profiles Fusion for Hyperspectral Images Classification
IEEE Transactions on Geoscience and Remote Sensing
Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing Images
Remote Sensing
Simultaneous and Constrained Calibration of Multiple Hyperspectral Images Through a New Generalized Empirical Line Model
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor Decomposition
IEEE Access
Hekla Volcano, Iceland, in the 20th Century: Lava Volumes, Production Rates, and Effusion Rates
Geophysical Research Letters
Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing Images
Remote Sensing
Sparse Representation-Based Augmented Multinomial Logistic Extreme Learning Machine With Weighted Composite Features for Spectral–Spatial Classification of Hyperspectral Images
IEEE Transactions on Geoscience and Remote Sensing
2017
Developing a general post-classification framework for land-cover mapping improvement using high-spatial-resolution remote sensing imagery
Remote Sensing Letters
PCA-Based Edge-Preserving Features for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Spatial Technology and Social Media in Remote Sensing: A Survey
Proceedings of the IEEE
Spatial technology and social media in remote sensing: Challenges and opportunities [point of view]
Proceedings of the IEEE
Joint bilateral filtering and spectral similarity-based sparse representation: A generic framework for effective feature extraction and data classification in hyperspectral imaging
Pattern Recognition
Spatial Technology and Social Media [Scanningthe Issue]
Proceedings of the IEEE
Multiple Kernel Learning for Hyperspectral Image Classification: A Review
IEEE Transactions on Geoscience and Remote Sensing
A Novel Methodology to Label Urban Remote Sensing Images Based on Location-Based Social Media Photos
Proceedings of the IEEE
Automatic selection of molecular descriptors using random forest: Application to drug discovery
Expert Systems with Applications
Hyperspectral Anomaly Detection With Attribute and Edge-Preserving Filters
IEEE Transactions on Geoscience and Remote Sensing
Interactive multi-image colour visualization for hyperspectral imagery
International Journal of Remote Sensing
Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler’s First Law of Geography for Very High Resolution Aerial Imagery Classification
Random-walker-based collaborative learning for hyperspectral image classification
IEEE Transactions on Geoscience and Remote Sensing
Effective denoising and classification of hyperspectral images using curvelet transform and singular spectrum analysis
IEEE Transactions on Geoscience and Remote Sensing
Hyperspectral Image Classification via Multiple-Feature-Based Adaptive Sparse Representation
IEEE Transactions on Instrumentation and Measurement
Hyperspectral Image Classification with Rotation Random Forest Via KPCA
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler’s First Law of Geography for Very High Resolution Aerial Imagery Classification
Remote Sensing
Adaptive Spectral-Spatial Compression of Hyperspectral Image with Sparse Representation
IEEE Transactions on Geoscience and Remote Sensing
Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D Interpolation
IEEE Transactions on Geoscience and Remote Sensing
From Subpixel to Superpixel: A Novel Fusion Framework for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Automatic Attribute Profiles
IEEE Transactions on Image Processing
A Stepwise Analytical Projected Gradient Descent Search for Hyperspectral Unmixing and Its Code Vectorization
IEEE Transactions on Geoscience and Remote Sensing
Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective
IEEE Geoscience and Remote Sensing Letters
2016
Extinction profiles: A novel approach for the analysis of remote sensing data
International Geoscience and Remote Sensing Symposium (IGARSS)
Big Data for Remote Sensing: Challenges and Opportunities
Proceedings of the IEEE
A toolbox for unsupervised change detection analysis
International Journal of Remote Sensing
A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene Representation
IEEE Transactions on Geoscience and Remote Sensing
Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis
IEEE Transactions on Geoscience and Remote Sensing
Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral Images
IEEE Transactions on Geoscience and Remote Sensing
A Generalized Image Scene Decomposition-Based System for Supervised Classification of Very High Resolution Remote Sensing Imagery
Remote Sensing
Spectral-spatial hyperspectral image classification using subspace-based support vector machines and adaptive Markov random fields
Remote Sensing
Nonlinear Multiple Kernel Learning with Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
A novel hierarchical clustering technique based on splitting and merging
International Journal of Image and Data Fusion
A Novel Approach for Multispectral Satellite Image Classification Based on the Bat Algorithm
IEEE Geoscience and Remote Sensing Letters
SAR Image Despeckling Via Structural Sparse Representation
Sensing and Imaging
Class-Separation-Based Rotation Forest for Hyperspectral Image Classification
IEEE Geoscience and Remote Sensing Letters
Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Extinction Profiles for the Classification of Remote Sensing Data
IEEE Transactions on Geoscience and Remote Sensing
Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale Representation
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Fjármögnun Háskóla Íslands
Laeknabladid
Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial Resolution
Remote Sensing
Hyperspectral Data Classification Using Extended Extinction Profiles
Ieee Geoscience and Remote Sensing Letters
Jon Atli Benediktsson
Laeknabladid
A novel semi-supervised learning framework for hyperspectral image classification
International Journal of Wavelets, Multiresolution and Information Processing
Generalized Differential Morphological Profiles for Remote Sensing Image Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse Representation
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
Region-based classification of remote sensing images with the morphological tree of shapes
International Geoscience and Remote Sensing Symposium (IGARSS)
Remote Sensing Image Classification Using Attribute Filters Defined over the Tree of Shapes
IEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image Denoising
IEEE Transactions on Geoscience and Remote Sensing
Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery
IEEE Transactions on Geoscience and Remote Sensing
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis
International Geoscience and Remote Sensing Symposium (IGARSS)
Computational Efficiency Active Learning for classification of hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Big Data: Practical Applications [Scanning the Issue]
Proceedings of the IEEE
2015
An interactive color visualization method with multi-image fusion for hyperspectral imagery
International Geoscience and Remote Sensing Symposium (IGARSS)
Automatic threshold selection for profiles of attribute filters based on granulometric characteristic functions
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing
Proceedings of the IEEE
Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North state
International Geoscience and Remote Sensing Symposium (IGARSS)
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images
IEEE Geoscience and Remote Sensing Letters
High resolution visible image completion of urban region using corresponding hyperspectral image
International Geoscience and Remote Sensing Symposium (IGARSS)
Intrinsic image decomposition for feature extraction of hyperspectral images
IEEE Transactions on Geoscience and Remote Sensing
Land-cover classification using both hyperspectral and LiDAR data
International Journal of Image and Data Fusion
Model based pansharpening method based on TV and MTF deblurring
International Geoscience and Remote Sensing Symposium (IGARSS)
Multiple feature learning for hyperspectral image classification
IEEE Transactions on Geoscience and Remote Sensing
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
On scalable data mining techniques for earth science
Procedia Computer Science
Scalable developments for big data analytics in remote sensing
International Geoscience and Remote Sensing Symposium (IGARSS)
Wavelet-Based Classification of Hyperspectral Images Using Extended Morphological Profiles on Graphics Processing Units
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A survey on spectral-spatial classification techniques based on attribute profiles
IEEE Transactions on Geoscience and Remote Sensing
Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple Kernels
IEEE Transactions on Geoscience and Remote Sensing
Feature selection based on hybridization of genetic algorithm and particle swarm optimization
IEEE Geoscience and Remote Sensing Letters
Mathematical morphology and its applications to signal and image processing: 12th international symposium, ISMM 2015 Reykjavik, Iceland, may 27–29, 2015 proceedings
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Processing high resolution images of urban areas with self-dual attribute filters
2015 Joint Urban Remote Sensing Event, JURSE 2015
Spectral–Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model
IEEE Transactions on Geoscience and Remote Sensing
Foreword to the Special Issue on Big Data in Remote Sensing
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
GPU Implementation of Iterative-Constrained Endmember Extraction from Remotely Sensed Hyperspectral Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
MTF-deblurring preprocessing for CS and MRA pansharpening methods
International Geoscience and Remote Sensing Symposium (IGARSS)
Preface
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Model-based fusion of multi-and hyperspectral images using PCA and wavelets
IEEE Transactions on Geoscience and Remote Sensing
Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles
IEEE Transactions on Geoscience and Remote Sensing
Extended random walker-based classification of hyperspectral images
IEEE Transactions on Geoscience and Remote Sensing
A novel feature selection approach based on FODPSO and SVM
IEEE Transactions on Geoscience and Remote Sensing
An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia
International Geoscience and Remote Sensing Symposium (IGARSS)
A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification
IEEE Transactions on Geoscience and Remote Sensing
Automatic morphological attribute profiles
International Geoscience and Remote Sensing Symposium (IGARSS)
2014
Pansharpening with Matting Model
IEEE Transactions on Geoscience and Remote Sensing
Spectral-spatial hyperspectral classification via shape-adaptive sparse representation
International Geoscience and Remote Sensing Symposium (IGARSS)
Remotely sensed image classification using sparse representations of morphological attribute profiles
IEEE Transactions on Geoscience and Remote Sensing
Hyperspectral image denoising using first order spectral roughness penalty in wavelet domain
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Integration of segmentation techniques for classification of hyperspectral images
IEEE Geoscience and Remote Sensing Letters
Automatic registration of multi-temporal remote sensing images based on nature-inspired techniques
International Journal of Image and Data Fusion
Fusion of hyperspectral and LiDAR data in classification of urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
Pansharpening Based on Intrinsic Image Decomposition
Sensing and Imaging
Model based PCA/wavelet fusion of multispectral and hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial Resolution
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification
Pattern Recognition Letters
Multilevel image segmentation based on fractional-order darwinian particle swarm optimization
IEEE Transactions on Geoscience and Remote Sensing
Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extraction
IEEE Transactions on Geoscience and Remote Sensing
Extended random walkers for hyperspectral image classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction of hyperspectral images with image fusion and recursive filtering
IEEE Transactions on Geoscience and Remote Sensing
A comparison of self-dual attribute profiles based on different filter rules for classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Feature selection of hyperspectral data by considering the integration of genetic algorithms and particle swarm optimization
Proceedings of SPIE - The International Society for Optical Engineering
Multiple morphological profiles from multicomponent-base images for hyperspectral image classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A study on the effectiveness of different independent component analysis algorithms for hyperspectral image classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral-Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse Representation
Ieee Transactions on Geoscience and Remote Sensing
Advances in hyperspectral image classification: Earth monitoring with statistical learning methods
IEEE Signal Processing Magazine
Spectral-spatial classification of multispectral images using kernel feature space representation
IEEE Geoscience and Remote Sensing Letters
Smart data analytics methods for remote sensing applications
International Geoscience and Remote Sensing Symposium (IGARSS)
A new framework for hyperspectral image classification using multiple spectral and spatial features
International Geoscience and Remote Sensing Symposium (IGARSS)
An ICA based approach to hyperspectral image feature reduction
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial classification of hyperspectral images based on hidden markov random fields
IEEE Transactions on Geoscience and Remote Sensing
Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imagery
Applied Mathematics and Computation
Spectral-spatial hyperspectral image classification with edge-preserving filtering
IEEE Transactions on Geoscience and Remote Sensing
Automatic framework for spectral-spatial classification based on supervised feature extraction and morphological attribute profiles
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2013
Hyperspectral unmixing on GPUs and multi-core processors: A comparison
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Change detection in VHR images based on morphological attribute profiles
IEEE Geoscience and Remote Sensing Letters
Generalized Composite Kernel Framework for Hyperspectral Image Classification
Ieee Transactions on Geoscience and Remote Sensing
Hyperspectral image denoising using a new linear model and Sparse Regularization
International Geoscience and Remote Sensing Symposium (IGARSS)
Adaptive Markov Random Fields for Joint Unmixing and Segmentation of Hyperspectral Images
Ieee Transactions on Image Processing
Extraction of Spatial Features in Hyperspectral Images Based on the Analysis of Differential Attribute Profiles
Image and Signal Processing For Remote Sensing Xix
Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening
Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Wavelet based hyperspectral image restoration using spatial and spectral penalties
Proceedings of SPIE - The International Society for Optical Engineering
Unsupervised methods for the classification of hyperspectral images with low spatial resolution
Pattern Recognition
The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization
International Geoscience and Remote Sensing Symposium (IGARSS)
Land-cover mapping by markov modeling of spatial-contextual information in very-high-resolution remote sensing images
Proceedings of the IEEE
Pansharpening of remote sensing images with a matting model
International Geoscience and Remote Sensing Symposium (IGARSS)
Pansharpening via sparsity optimization using overcomplete transforms
International Geoscience and Remote Sensing Symposium (IGARSS)
Parsimonious Mahalanobis kernel for the classification of high dimensional data
Pattern Recognition
Semisupervised self-learning for hyperspectral image classification
IEEE Transactions on Geoscience and Remote Sensing
A novel technique for optimal feature selection in attribute profiles based on genetic algorithms
IEEE Transactions on Geoscience and Remote Sensing
Smooth spectral unmixing using total variation regularization and a first order roughness penalty
International Geoscience and Remote Sensing Symposium (IGARSS)
Advances in spectral-spatial classification of hyperspectral images
Proceedings of the IEEE
Spectral derivative features for classification of hyperspectral remote sensing images: Experimental evaluation
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral image restoration using wavelets
Proceedings of SPIE - The International Society for Optical Engineering
CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH BINARY FRACTIONAL ORDER DARWINIAN PSO AND RANDOM FORESTS
Image and Signal Processing For Remote Sensing Xix
Spectral-spatial classification based on integrated segmentation
International Geoscience and Remote Sensing Symposium (IGARSS)
Sparse representation of hyperspectral data using CUR matrix decomposition
International Geoscience and Remote Sensing Symposium (IGARSS)
Advances in very-high-resolution remote sensing [Scanning the Issue]
Proceedings of the IEEE
Automatic Generation of Standard Deviation Attribute Profiles for Spectral-Spatial Classification of Remote Sensing Data
Ieee Geoscience and Remote Sensing Letters
2012
Spectral derivative features for supervised classification of remote sensing data: An experimental evaluation
Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
CLASSIFICATION OF HYPERSPECTRAL IMAGES BASED ON WEIGHTED DMPs
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
HEDGES DETECTION USING LOCAL DIRECTIONAL FEATURES AND SUPPORT VECTOR DATA DESCRIPTION
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Retrieval of the height of buildings from worldView-2 multi-angular imagery using attribute filters and geometric invariant moments
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Linear versus nonlinear PCA for the classification of hyperspectral data based on the extended morphological profiles
IEEE Geoscience and Remote Sensing Letters
SAR IMAGE DENOISING USING TOTAL VARIATION BASED REGULARIZATION WITH SURE-BASED OPTIMIZATION OF THE REGULARIZATION PARAMETER
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Input-output-consistent domain adaptation algorithm for remote sensing data classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Hyperspectral image denoising using 3D wavelets
International Geoscience and Remote Sensing Symposium (IGARSS)
Hedges detection using local directional features and support vector data description
International Geoscience and Remote Sensing Symposium (IGARSS)
HYPERSPECTRAL IMAGE DENOISING USING 3D WAVELETS
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
INPUT-OUTPUT-CONSISTENT DOMAIN ADAPTATION ALGORITHM FOR REMOTE SENSING DATA CLASSIFICATION
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Extending the fractional order darwinian particle swarm optimization to segmentation of hyperspectral images
Proceedings of SPIE - The International Society for Optical Engineering
A NEW PANSHARPENING METHOD USING AN EXPLICIT IMAGE FORMATION MODEL REGULARIZED VIA TOTAL VARIATION
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Detection of hedges based on attribute filters
Proceedings of SPIE - The International Society for Optical Engineering
Comparison of ITPCA and IRMAD for automatic change detection using initial change mask
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of remote sensing optical and LiDAR data using Extended Attribute Profiles
IEEE Journal on Selected Topics in Signal Processing
Classification of pansharpened urban satellite images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Classification of hyperspectral images based on weighted DMPS
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniques
International Journal of Image and Data Fusion
COMPARISON OF ITPCA AND IRMAD FOR AUTOMATIC CHANGE DETECTION USING INITIAL CHANGE MASK
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Automatic extraction of ellipsoidal features for planetary image registration
IEEE Geoscience and Remote Sensing Letters
A spatial-spectral kernel-based approach for the classification of remote-sensing images
Pattern Recognition
A smooth hyperspectral unmixing method using cyclic descent
International Geoscience and Remote Sensing Symposium (IGARSS)
A new pansharpening method using an explicit image formation model regularized via Total Variation
International Geoscience and Remote Sensing Symposium (IGARSS)
A new multiple classifier system for semi-supervised analysis of hyperspectral images
ICPRAM 2012 - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods
A marker-based approach for the automated selection of a single segmentation from a hierarchical set of image segmentations
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A SMOOTH HYPERSPECTRAL UNMIXING METHOD USING CYCLIC DESCENT
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A NOVEL SUPERVISED FEATURE SELECTION TECHNIQUE BASED ON GENETIC ALGORITHMS
2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Spectral unmixing of multispectral satellite images with dimensionality expansion using morphological profiles
Proceedings of SPIE - The International Society for Optical Engineering
Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images
Proceedings of the 2012 Tyrrhenian Workshop on Advances in Radar and Remote Sensing: From Earth Observation to Homeland Security, TyWRRS 2012
A novel supervised feature selection technique based on genetic algorithms
International Geoscience and Remote Sensing Symposium (IGARSS)
An efficient method for segmentation of images based on fractional calculus and natural selection
Expert Systems with Applications
Welcome from GRSS president
International Geoscience and Remote Sensing Symposium (IGARSS)
Very High-resolution remote sensing: Challenges and opportunities [point of view]
Proceedings of the IEEE
SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter
International Geoscience and Remote Sensing Symposium (IGARSS)
A new parallel tool for classification of remotely sensed imagery
Computers and Geosciences
Spectral-spatial classification of hyperspectral data based on a stochastic minimum spanning forest approach
IEEE Transactions on Image Processing
2011
A stochastic minimum spanning forest approach for spectral-spatial classification of hyperspectral images
Proceedings - International Conference on Image Processing, ICIP
Hyperspectral image classification with Independent component discriminant analysis
IEEE Transactions on Geoscience and Remote Sensing
Foreword
Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Hierarchical analysis of remote sensing data: Morphological attribute profiles and binary partition trees
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Unsupervised Change Detection in Multitemporal Images of the Human Retina
Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies, Vol 1
The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images
Optical Remote Sensing: Advances in Signal Processing and Exploitation Techniques
SCALABLE SEMI-SUPERVISED CLASSIFICATION OF HYPERSPECTRAL REMOTE SENSING DATA WITH SPECTRAL AND SPATIAL INFORMATION
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
IMAGE REGISTRATION FOR REMOTE SENSING Foreword
Image Registration For Remote Sensing
HYPERSPECTRAL CHANGE DETECTION USING IR-MAD AND FEATURE REDUCTION
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
MAHALANOBIS KERNEL BASED ON PROBABILISTIC PRINCIPAL COMPONENT
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
CLASSIFICATION USING EXTENDED MORPHOLOGICAL ATTRIBUTE PROFILES BASED ON DIFFERENT FEATURE EXTRACTION TECHNIQUES
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A STOCHASTIC MINIMUM SPANNING FOREST APPROACH FOR SPECTRAL-SPATIAL CLASSIFICATION OF HYPERSPECTRAL IMAGES
2011 18th Ieee International Conference on Image Processing (Icip)
A GENERAL APPROACH TO THE SPATIAL SIMPLIFICATION OF REMOTE SENSING IMAGES BASED ON MORPHOLOGICAL CONNECTED FILTERS
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
URBAN AREA PRODUCT SIMULATION FOR THE ENMAP HYPERSPECTRAL SENSOR
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
UNSUPERVISED CLASSIFICATION AND SPECTRAL UNMIXING FOR SUB-PIXEL LABELLING
2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis
IEEE Geoscience and Remote Sensing Letters
Joint spectral classification and unmixing using adaptative pixel neighborhoods
Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
MARKER-BASED HIERARCHICAL SEGMENTATION AND CLASSIFICATION APPROACH FOR HYPERSPECTRAL IMAGERY
2011 Ieee International Conference on Acoustics, Speech, and Signal Processing
Introduction to the Issue on advances in remote sensing image processing
IEEE Journal on Selected Topics in Signal Processing
Self-dual attribute profiles for the analysis of remote sensing images
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Mahalanobis kernel based on probabilistic principal component
International Geoscience and Remote Sensing Symposium (IGARSS)
Marker-based hierarchical segmentation and classification approach for hyperspectral imagery
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Spectral-spatial classification of polarimetric SAR data using morphological profiles
2011 3rd International Asia-Pacific Conference on Synthetic Aperture Radar, APSAR 2011
Spectral-spatial classification of polarimetric SAR data using morphological attribute profiles
Proceedings of SPIE - The International Society for Optical Engineering
Spectral unmixing for the classification of hyperspectral images at a finer spatial resolution
IEEE Journal on Selected Topics in Signal Processing
Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information
International Geoscience and Remote Sensing Symposium (IGARSS)
A general approach to the spatial simplification of remote sensing images based on morphological connected filters
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification using extended morphological attribute profiles based on different feature extraction techniques
International Geoscience and Remote Sensing Symposium (IGARSS)
Extended morphological profiles using auto-associative neural networks for hyperspectral data classification
Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Fusion of hyperspectral and lidar data using morphological attribute profiles
Proceedings of SPIE - The International Society for Optical Engineering
Greetings from GRSS president
International Geoscience and Remote Sensing Symposium (IGARSS)
Hyperspectral change detection using IR-MAD and feature reduction
International Geoscience and Remote Sensing Symposium (IGARSS)
Hyperspectral change detection with IR-MAD and initial change mask
Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Urban area product simulation for the EnMap hyperspectral sensor
International Geoscience and Remote Sensing Symposium (IGARSS)
Unsupervised classification and spectral unmixing for sub-pixel labelling
International Geoscience and Remote Sensing Symposium (IGARSS)
2010
Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Supervised super-resolution to improve the resolution of hyperspectral images classification maps
Proceedings of SPIE - The International Society for Optical Engineering
Super-Resolution: An efficient method to improve spatial resolution of hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Study on the capabilities of morphological attribute profiles in change detection on VHR images
Proceedings of SPIE - The International Society for Optical Engineering
Sensitivity of support vector machines to random feature selection in classification of hyperspectral data
IEEE Transactions on Geoscience and Remote Sensing
On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profile
International Journal of Remote Sensing
Multiple spectral spatial classification approach for hyperspectral data
IEEE Transactions on Geoscience and Remote Sensing
Mahalanobis kernel for the classification of hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Independent component discriminant analysis for hyperspectral image classification
2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program
Extended profiles with morphological attribute filters for the analysis of hyperspectral data
International Journal of Remote Sensing
Crater detection based on marked point processes
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral images by using morphological attribute filters and independent component analysis
2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program
Alternating sequential filters with morphological attribute operators for the analysis of remote sensing images
Proceedings of SPIE - The International Society for Optical Engineering
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images
Pattern Recognition Letters
A multiple classifier approach for spectral-spatial classification of hyperspectral data
International Geoscience and Remote Sensing Symposium (IGARSS)
A classifier ensemble based on fusion of support vector machines for classifying hyperspectral data
International Journal of Image and Data Fusion
Image fusion for classification of high resolution images based on mathematical morphology
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniques
International Geoscience and Remote Sensing Symposium (IGARSS)
SVM- and MRF-based method for accurate classification of hyperspectral images
IEEE Geoscience and Remote Sensing Letters
Segmentation and classification of hyperspectral images using watershed transformation
Pattern Recognition
2009
FUSION OF MULTISOURCE DATA SETS FROM AGRICULTURAL AREAS FOR IMPROVED LAND COVER CLASSIFICATION
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
CLASSIFICATION OF HYPERSPECTRAL IMAGES USING AUTOMATIC MARKER SELECTION AND MINIMUM SPANNING FOREST
2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
DIRECTIONAL MATHEMATICAL MORPHOLOGY FOR THE DETECTION OF THE ROAD NETWORK IN VERY HIGH RESOLUTION REMOTE SENSING IMAGES
2009 16th Ieee International Conference on Image Processing, Vols 1-6
ON THE USE OF ICA FOR HYPERSPECTRAL IMAGE ANALYSIS
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Automatic Change Detection of Retinal Images
World Congress on Medical Physics and Biomedical Engineering, Vol 25, Pt 11
Band Selection for Hyperspectral Images Based on Parallel Particle Swarm Optimization Schemes
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
IMPACT OF DIFFERENT MORPHOLOGICAL PROFILES ON THE CLASSIFICATION ACCURACY OF URBAN HYPERSPECTRAL DATA
2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
SPECKLE REDUCTION OF SAR IMAGES USING SURE-BASED ADAPTIVE SIGMOID THRESHOLDING IN THE WAVELET DOMAIN
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
SPECKLE REDUCTION OF TERRASAR-X IMAGERY USING TV SEGMENTATION
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Algorithms and applications for land cover classification - A review
Geospatial Technology for Earth Observation
Automatic change detection of retinal images
IFMBE Proceedings
Automatic extraction of planetary image features
Proceedings - 2009 3rd IEEE International Conference on Space Mission Challenges for Information Technology, SMC-IT 2009
Band selection for hyperspectral images based on parallel particle swarm optimization schemes
International Geoscience and Remote Sensing Symposium (IGARSS)
CLASSIFICATION BASED MARKER SELECTION FOR WATERSHED TRANSFORM OF HYPERSPECTRAL IMAGES
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training Data
Multiple Classifier Systems, Proceedings
Classifying remote sensing data with support vector machines and imbalanced training data
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Fusion of multisource data sets from agricultural areas for improved land cover classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Directional mathematical morphology for the detection of the road network in very high resolution remote sensing images
Proceedings - International Conference on Image Processing, ICIP
ENSEMBLE METHODS FOR SPECTRAL-SPATIAL CLASSIFICATION OF URBAN HYPERSPECTRAL DATA
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Ensemble classification algorithm for hyperspectral remote sensing data
IEEE Geoscience and Remote Sensing Letters
Ensemble strategies for classifying hyperspectral remote sensing data
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Glaucoma filtration surgery and retinal oxygen saturation
Investigative Ophthalmology and Visual Science
Hierarchical Ensemble Support Cluster Machine
Multiple Classifier Systems, Proceedings
Hierarchical ensemble support cluster machine
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Impact of different morphological profiles on the classification accuracy of urban hyperspectral data
WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
Mapping of hyperspectral AVIRIS data using machine-learning algorithms
Canadian Journal of Remote Sensing
KERNEL PRINCIPAL COMPONENT ANALYSIS FOR THE CONSTRUCTION OF THE EXTENDED MORPHOLOGICAL PROFILE
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Kernel principal component analysis for the classification of hyperspectral remote sensing data over urban areas
Eurasip Journal on Advances in Signal Processing
Kernel principal component analysis for the construction of the extended morphological profile
International Geoscience and Remote Sensing Symposium (IGARSS)
MORPHOLOGICAL ATTRIBUTE FILTERS FOR THE ANALYSIS OF VERY HIGH RESOLUTION REMOTE SENSING IMAGES
2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Machine Learning Techniques in Remote Sensing Data Analysis
Kernel Methods for Remote Sensing Data Analysis
Mapping of hyperspectral AVIRIS data using machine-learning algorithms
Canadian Journal of Remote Sensing
On the use of ICA for hyperspectral image analysis
International Geoscience and Remote Sensing Symposium (IGARSS)
Oxygen saturation in human retinal vessels is higher in dark than in light
Investigative Ophthalmology and Visual Science
Recent advances in techniques for hyperspectral image processing
Remote Sensing of Environment
Speckle reduction of SAR images using SURE-based adaptive sigmoid thresholding in the wavelet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of TerraSAR-X imagery using TV segmentation
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification based marker selection for watershed transform of hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral images using automatic marker selection and minimum spanning forest
WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
Ensemble methods for spectral-spatial classification of urban hyperspectral data
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques
IEEE Transactions on Geoscience and Remote Sensing
Modeling structural information for building extraction with morphological attribute filters
Proceedings of SPIE - The International Society for Optical Engineering
Spectral-spatial analysis in hyperspectral remote sensing: From morphological profiles to classified segmentation
Proceedings of SPIE - The International Society for Optical Engineering
Morphological attribute filters for the analysis of very high resolution remote sensing images
International Geoscience and Remote Sensing Symposium (IGARSS)
2008
Ensemble methods for classification of hyperspectral data
International Geoscience and Remote Sensing Symposium (IGARSS)
AUTOMATIC REGISTRATION OF RETINA IMAGES BASED ON GENETIC TECHNIQUES
2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8
Combined wavelet and contourlet denoising of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
IEEE Transactions on Geoscience and Remote Sensing
Spectrally consistent pansharpening
Advances in Land Remote Sensing: System, Modeling, Inversion and Application
Semi-supervised classifier ensembles for classifying remote sensing data
International Geoscience and Remote Sensing Symposium (IGARSS)
Michael J. Barnsley
Ieee Transactions on Geoscience and Remote Sensing
Segmentation and classification of hyperspectral data using watershed
International Geoscience and Remote Sensing Symposium (IGARSS)
Automatic registration of retina images based on genetic techniques
Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"
On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation
Neurocomputing
Shadow Extraction
Seventh International Workshop on Information Optics
IEEE Transactions on Geoscience and Remote Sensing: Editorial
IEEE Transactions on Geoscience and Remote Sensing
Automatic registration of retina images based on genetic techniques.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference
Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel
Proceedings - International Conference on Image Processing, ICIP
Cluster-based ensemble classification for hyperspectral remote sensing images
International Geoscience and Remote Sensing Symposium (IGARSS)
Untitled
Ieee Transactions on Geoscience and Remote Sensing
An unsupervised technique based on morphological filters for change detection in very high resolution images
IEEE Geoscience and Remote Sensing Letters
Gradient optimization for multiple kernel's parameters in support vector machines classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Model-based satellite image fusion
IEEE Transactions on Geoscience and Remote Sensing
Speckle reduction of SAR images in the bandlet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectrally consistent pansharpening
Advances in Land Remote Sensing: System, Modeling, Inversion and Application
2007
European perspectives in hyperspectral data analysis
International Geoscience and Remote Sensing Symposium (IGARSS)
Automatic retinal oximetry
6th International Workshop on Information Optics (Wio '07)
A joint spatial and spectral SVM's classification of panchromatic images
International Geoscience and Remote Sensing Symposium (IGARSS)
A joint spatial and spectral SVM's classification of panchromatic images
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Spectrally consistent satellite image fusion with improved image priors
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
HYPER-I-NET: European research network on hyperspectral imaging
International Geoscience and Remote Sensing Symposium (IGARSS)
Combined wavelet and curvelet denoising of SAR images using TV segmentation
International Geoscience and Remote Sensing Symposium (IGARSS)
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas
International Geoscience and Remote Sensing Symposium (IGARSS)
Kernel principal component analysis for feature reduction in hyperspectrale images analysis
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Multiple classifier systems in remote sensing: from basics to recent developments
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
On spatial priors for satellite image fusion
International Geoscience and Remote Sensing Symposium (IGARSS)
Smoothing of fused spectral consistent satellite images with TV-based edge detection
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Smoothing of fused spectral consistent satellite images with TV-based edge detection
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
International Geoscience and Remote Sensing Symposium (IGARSS)
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICA
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
How transferable are spatial features for the classification of very high resolution remote sensing data?
2007 Urban Remote Sensing Joint Event, URS
Unsupervised change-detection in color fundus images of the human retina
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Fusion of support vector machines for classification of multisensor data
IEEE Transactions on Geoscience and Remote Sensing
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
HYPER-I-NET: European research network on hyperspectral Imaging
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Feature selection for morphological feature extraction using random forests
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Feature selection for morphological feature extraction using random forests
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Combined curvelet and wavelet denoising
Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
European perspectives in hyperspectral data analysis
Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
A novel technique based on morphological filters for change detection in optical remote sensing images
6th International Workshop on Information Optics (Wio '07)
Multiple classifier systems in remote sensing: From basics to recent developments
Multiple Classifier Systems, Proceedings
2006
Feature selection for morphological feature extraction using random forests
2006 7th Nordic Signal Processing Symposium
Evaluation of kernels for multiclass classification of hyperspectral remote sensing data
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
HySenS data exploitation for urban land cover analysis
Annals of Geophysics
Random forests for land cover classification
Pattern Recognition Letters
Smoothing of fused spectral consistent satellite images
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectrally consistent satellite image fusion with improved image priors
2006 7th Nordic Signal Processing Symposium
Classification of remote sensing images from urban areas using a fuzzy possibilistic model
IEEE Geoscience and Remote Sensing Letters
Decision fusion for the classification of urban remote sensing images
IEEE Transactions on Geoscience and Remote Sensing
Advanced processing of hyperspectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Combined curvelet and wavelet denoising
2006 7th Nordic Signal Processing Symposium
A combined support vector machines classification based on decision fusion
International Geoscience and Remote Sensing Symposium (IGARSS)
Decision Fusion for Hyperspectral Classification
Hyperspectral Data Exploitation: Theory and Applications
HySenS data exploitation for urban land cover analysis
Annals of Geophysics
Evaluation of kernels for multiclass classification of hyperspectral remote sensing data
2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13
Classification of remote sensing images from urban areas using a fuzzy possibilistic model
Ieee Geoscience and Remote Sensing Letters
Automatic retinal oximetry
Investigative Ophthalmology and Visual Science
Unsupervised change-detection in color fundus images of the human retina
2006 7th Nordic Signal Processing Symposium
Kernel principal component analysis for feature reduction in hyperspectrale images analysis
2006 7th Nordic Signal Processing Symposium
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICA
2006 7th Nordic Signal Processing Symposium
Fusion of morphological and spectral information for classification of hyperspectal urban remote sensing data
International Geoscience and Remote Sensing Symposium (IGARSS)
2005
Spectral consistent satellite image fusion: Using a high resolution panchromatic and low resolution multi-spectral images
IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Classification of hyperspectral ROSIS data from urban areas
RAST 2005 - Proceedings of 2nd International Conference on Recent Advances in Space Technologies
Classification of hyperspectral data from urban areas based on extended morphological profiles
IEEE Transactions on Geoscience and Remote Sensing
Classification of remote sensing imagery with high spatial resolution
Proceedings of SPIE - The International Society for Optical Engineering
Fusion of methods for the classification of remote sensing images from Urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
Random forest classifiers for hyperspectral data
IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Random forest classifiers for hyperspectral data
International Geoscience and Remote Sensing Symposium (IGARSS)
Spectral consistent satellite image fusion: Using a high resolution panchromatic and low resolution multi-spectral images
International Geoscience and Remote Sensing Symposium (IGARSS)
Street tracking based on SAR data from Urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
Translation invariant combined denoising algorithm
Proceedings - IEEE International Symposium on Circuits and Systems
Street tracking based on SAR data from urban areas
IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Classification of hyperspectral ROSIS data from urban areas
RAST 2005: Proceedings of the 2nd International Conference on Recent Advances in Space Technologies
Fusion of methods for the classification of remote sensing images from urban areas
IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysis
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysis
IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
2004
Source based feature extraction for support vector machines in hyperspectral classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Time invariant curvelet denoising
Report - Helsinki University of Technology, Signal Processing Laboratory
Exploiting spectral and spatial information in hyperspectral urban data with high resolution
IEEE Geoscience and Remote Sensing Letters
Combined wavelet and curvelet denoising of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of remote sensing images from urban areas using a fuzzy model
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of remote sensing images from urban areas using a fuzzy model
Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Decision level fusion in classification of hyperspectral data from urban areas
Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Automatic selection of measurement points in multispectral fundus images for retinal oximetry
Investigative Ophthalmology & Visual Science
Time invariant curvelet denoising
Norsig 2004: Proceedings of the 6th Nordic Signal Processing Symposium
Spectrophotometric retinal oximetry of retinal arterioles and venules.
Investigative Ophthalmology & Visual Science
Morphological pre-processing for classification of hyperspectral data from urban areas
2003 Ieee Workshop on Advances in Techniques For Analysis of Remotely Sensed Data
Combined wavelet and curvelet denoising of SAR images
Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Random forest classification of multisource remote sensing and geographic data
Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Source based feature extraction for support vector machines in hyperspectral classification
Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Random forest classification of multisource remote sensing and geographic data
International Geoscience and Remote Sensing Symposium (IGARSS)
Morphological pre-processing for classification of hyperspectral data from urban areas
2003 IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data
Decision level fusion in classification of hyperspectral data from urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
2003
Wavelet Footprints for Speckle Reduction of SAR Images
International Geoscience and Remote Sensing Symposium (IGARSS)
Morphological Transformations and Feature Extraction for Urban Data with High Spectral and Spatial Resolution
International Geoscience and Remote Sensing Symposium (IGARSS)
Foreword to the special issue on urban remote sensing by satellite
IEEE Transactions on Geoscience and Remote Sensing
Classification and feature extraction for remote sensing images from urban areas based on morphological transformations
IEEE Transactions on Geoscience and Remote Sensing
Support vector machines in multisource classification
Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
On the use of morphological altemated sequential filters for the classification of remote sensing images from urban areas
Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Almost translation invariant wavelet transformations for speckle reduction of SAR images
IEEE Transactions on Geoscience and Remote Sensing
Data fusion and feature extraction in the wavelet domain
International Journal of Remote Sensing
IEE Transaction on Geoscience and Remote Sensing: Editorial
IEEE Transactions on Geoscience and Remote Sensing
Multisource remote sensing data classification based on consensus and pruning
IEEE Transactions on Geoscience and Remote Sensing
Support Vector Machines in Multisource Classification
International Geoscience and Remote Sensing Symposium (IGARSS)
IEEE Transactions on Geoscience and Remote Sensing: Editorial
IEEE Transactions on Geoscience and Remote Sensing
Wavelet footprints for speckle reduction of SAR images
Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Speckle reduction of SAR images using adaptive curvelet domain
Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Morphological transformations and feature extraction for urban data with high spectral and spatial resolution
Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Speckle Reduction of SAR Images using Adaptive Curvelet Domain
International Geoscience and Remote Sensing Symposium (IGARSS)
2002
An investigation of multiple self-organizing feature maps for classification of multisource data
Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Multiple classifiers applied to multisource remote sensing data
IEEE Transactions on Geoscience and Remote Sensing
Erratum: Correction to "the effect of classifier agreement on the accuracy of the combined classifier in decision level fusion" (IEEE transactions on geoscience and remote sensing)
IEEE Transactions on Geoscience and Remote Sensing
Double density wavelet transformation for speckle reduction of SAR images
Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
An investigation of multiple self-organizing feature maps for classification of multisource data
International Geoscience and Remote Sensing Symposium (IGARSS)
Review of applications of wavelets in speckle reduction and enhancement of SAR images
Proceedings of SPIE - The International Society for Optical Engineering
Double density wavelet transformation for speckle reduction of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Morphological profiles used for classification of data from urban areas
International Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of SAR images in the curvelet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of SAR images in the curvelet domain
Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Wavelet feature extraction and genetic feature selection for multisource data
International Geoscience and Remote Sensing Symposium (IGARSS)
Wavelet feature extraction and genetic feature selection for multisource data
Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion (vol 39, pg 2539, 2001)
Ieee Transactions on Geoscience and Remote Sensing
Morphological profiles used for classification of data from urban areas
Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
2001
Speckle reduction of SAR images in the complex wavelet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
A new approach for the morphological segmentation of high-resolution satellite imagery
IEEE Transactions on Geoscience and Remote Sensing
Cluster-based feature extraction and data fusion in the wavelet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction and classification of urban high-resolution satellite imagery based on morphological preporcessing
International Geoscience and Remote Sensing Symposium (IGARSS)
Use of multiple classifiers in classification of data from multiple data sources
International Geoscience and Remote Sensing Symposium (IGARSS)
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion
IEEE Transactions on Geoscience and Remote Sensing
Speckle reduction of SAR images in the complex wavelet domain
Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
Feature extraction and classification of urban high-resolution satellite imagery based on morphological preporcessing
Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
The use of morphological profiles in classification of data from urban areas
IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, DFUA 2001
Boosting, bagging, and consensus based classification of multisource remote sensing data
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion
Ieee Transactions on Geoscience and Remote Sensing
Cluster-based feature extraction and data fusion in the wavelet domain
Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
A new approach for the morphological segmentation of high-resolution satellite imagery
Ieee Transactions on Geoscience and Remote Sensing
Use of multiple classifiers in classification of data from multiple data sources
Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
2000
The effect of correlation on the accuracy of the combined classifier in decision level fusion
Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Consensus based classification of multisource remote sensing data
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Absolute neuro-fuzzy classification of remote sensing data
Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Speckle reduction of SAR images using wavelet-domain hidden Markov models
Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Absolute neuro-fuzzy classification of remote sensing data
International Geoscience and Remote Sensing Symposium (IGARSS)
Effect of correlation on the accuracy of the combined classifier in decision level fusion
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of urban high-resolution satellite imagery using morphological and neural approaches
International Geoscience and Remote Sensing Symposium (IGARSS)
Image segmentation based on the derivative of the morphological profile
Mathematical Morphology and Its Applications To Image and Signal Processing
Speckle reduction of SAR images using wavelet-domain hidden Markov models
International Geoscience and Remote Sensing Symposium (IGARSS)
Consensus based classification of multisource remote sensing data
Multiple Classifier Systems
Data fusion and feature extraction using tree structured filter banks
International Geoscience and Remote Sensing Symposium (IGARSS)
Data fusion and feature extraction using tree structured filter banks
Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
1999
Classification of multisource and hyperspectral data based on decision fusion
Ieee Transactions on Geoscience and Remote Sensing
Neuro-fuzzy and soft computing in classification of remote sensing data.
Image and Signal Processing For Remote Sensing V
Speckle reduction and enhancement of SAR images using multiwavelets and adaptive thresholding
Proceedings of SPIE - The International Society for Optical Engineering
Special issue on data fusion - Introduction
Ieee Transactions on Geoscience and Remote Sensing
Multiple wavelet transforms for speckle reduction of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Decision level fusion of multitype data
International Geoscience and Remote Sensing Symposium (IGARSS)
Neuro-fuzzy and soft computing in classification of remote sensing data
Proceedings of SPIE - The International Society for Optical Engineering
Speckle reduction and enhancement of SAR images using multiwavelets and adaptive thresholding
Image and Signal Processing For Remote Sensing V
Hybrid consensus theoretic classification with pruning and regularization
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of multisource and hyperspectral data based on decision fusion
IEEE Transactions on Geoscience and Remote Sensing
1998
Optimized combination, regularization, and pruning in Parallel Consensual Neural Networks
Image and Signal Processing For Remote Sensing Iv
Classification and integration of multitype data
International Geoscience and Remote Sensing Symposium (IGARSS)
Translation invariant wavelets for speckle reduction of SAR images
Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Classification and integration of multitype data
Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Feature extraction based on LOOC estimation
Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
An extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional data
Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional data
International Geoscience and Remote Sensing Symposium (IGARSS)
Translation invariant wavelets for speckle reduction of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction based on LOOC estimation
International Geoscience and Remote Sensing Symposium (IGARSS)
1997
Classification and feature extraction of hyperdimensional data using LOOC covariance estimation
International Geoscience and Remote Sensing Symposium (IGARSS)
Hybrid consensus theoretic classification
Ieee Transactions on Geoscience and Remote Sensing
Parallel consensual neural networks
IEEE Transactions on Neural Networks
Parallel principal component neural networks for classification of event-related potential waveforms
Medical Engineering and Physics
Cancellation of nonlinear intersymbol interference in voiceband communication channels
IEEE Pacific RIM Conference on Communications, Computers, and Signal Processing - Proceedings
Tree structured filter banks for speckle reduction of SAR images
International Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction for neural network classifiers using wavelets and tree structured filter banks
International Geoscience and Remote Sensing Symposium (IGARSS)
Hybrid consensus theoretic classification
IEEE Transactions on Geoscience and Remote Sensing
Classification and feature extraction of hyperdimensional data using LOOC covariance estimation
Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Feature extraction for neural network classifiers using wavelets and tree structured filter banks
Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Parallel consensual neural networks
Ieee Transactions on Neural Networks
Parallel principal component neural networks for classification of event-related potential waveforms
Medical Engineering & Physics
Wavelet-package transformation as a preprocessor of EEG waveforms for classification.
Proceedings of the 19th Annual International Conference of the Ieee Engineering in Medicine and Biology Society, Vol 19, Pts 1-6
Multistage classifiers optimized by neural networks and genetic algorithms
Nonlinear Analysis-Theory Methods & Applications
Tree structured filter banks for speckle reduction of SAR images
Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Multistage classifiers optimized by neural networks and genetic algorithms
Nonlinear Analysis, Theory, Methods and Applications
Wavelet-package transformation as a preprocessor of EEG waveforms for classification
Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Feature extraction for multisource data classification with artificial neural networks
International Journal of Remote Sensing
Classification of hyperdimensional data using data fusion approaches
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperdimensional data using data fusion approaches
Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Cancellation of nonlinear intersymbol interference in voiceband communication channels
1997 Ieee Pacific Rim Conference on Communications, Computers and Signal Processing, Vols 1 and 2
Feature extraction for multisource data classification with artificial neural networks
International Journal of Remote Sensing
1996
Speckle reduction and enhancement of SAR images in the wavelet domain
International Geoscience and Remote Sensing Symposium (IGARSS)
Classification and feature extraction with enhanced statistics
International Geoscience and Remote Sensing Symposium (IGARSS)
Hybrid consensus theoretic classification
Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Hybrid consensus theoretic classification
International Geoscience and Remote Sensing Symposium (IGARSS)
Optimized combination of neural networks
Proceedings - IEEE International Symposium on Circuits and Systems
Optimized consensus theory
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Optimized combination of neural networks
Iscas 96: 1996 Ieee International Symposium on Circuits and Systems - Circuits and Systems Connecting the World, Vol 3
Optimized consensus theory
1996 Ieee International Conference on Acoustics, Speech, and Signal Processing, Conference Proceedings, Vols 1-6
Speckle reduction and enhancement of SAR images in the wavelet domain
Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Classification and feature extraction with enhanced statistics
Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
1995
Wavelet packet parallel consensual neural networks
Intelligent Engineering Systems Through Artificial Neural Networks
Classification and Feature Extraction of AVIRIS Data
IEEE Transactions on Geoscience and Remote Sensing
Auditory event-related potentials in normal and schizophrenic subjects: Analysis using wavelet packet transformation
European Journal of Clinical Investigation
CLASSIFICATION AND FEATURE-EXTRACTION OF AVIRIS DATA
Ieee Transactions on Geoscience and Remote Sensing
Classification of event-related potential waveforms with parallel principal component neural networks
Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
1994
PARALLEL CONSENSUAL NEURAL NETWORKS WITH OPTIMALLY WEIGHTED OUTPUT
World Congress on Neural Networks-San Diego, - 1994 International Neural Network Society Annual Meeting, Vol 3
Classification of AVIRIS data from Iceland - geological applications
International Geoscience and Remote Sensing Symposium (IGARSS)
CLASSIFICATION OF AVIRIS DATA FROM ICELAND - GEOLOGICAL APPLICATIONS
Igarss '94 - 1994 International Geoscience and Remote Sensing Symposium Volumes 1-4
1993
CONJUGATE-GRADIENT NEURAL NETWORKS IN CLASSIFICATION OF MULTISOURCE AND VERY-HIGH-DIMENSIONAL REMOTE-SENSING DATA
International Journal of Remote Sensing
CLASSIFICATION OF AVIRIS DATA FROM ICELAND USING NEW APPROACHES
Proceedings of the Twenty-Fifth International Symposium on Remote Sensing and Global Environmental Change: Tools For Sustainable Development, Vols I and Ii
PARALLEL CONSENSUAL NEURAL NETWORKS
1993 Ieee International Conference on Neural Networks, Vols 1-3
Auditory event-related potentials in normal and schizophrenic subjects: Analysis using artificial neural network and signal processing
European Journal of Clinical Investigation
Conjugate-gradient neural networks in classification of multisource and very-high-dimensional remote sensing data
International Journal of Remote Sensing
Parallel consensual neural networks
1993 IEEE International Conference on Neural Networks
Parallel consensual neural networks
IEEE International Conference on Neural Networks - Conference Proceedings
1992
FEATURE-SELECTION FOR NEURAL NETWORKS USING PARZEN DENSITY ESTIMATOR
International Space Year : Space Remote Sensing, Vols 1 and 2
Feature selection for neural networks using Parzen density estimator
International Geoscience and Remote Sensing Symposium (IGARSS)
CONSENSUS THEORETIC CLASSIFICATION METHODS
Ieee Transactions on Systems Man and Cybernetics
Consensus Theoretic Classification Methods
IEEE Transactions on Systems, Man and Cybernetics
1991
A consensual neural network
Digest - International Geoscience and Remote Sensing Symposium (IGARSS)
A CONSENSUAL NEURAL NETWORK
Igarss 91 - Remote Sensing : Global Monitoring For Earth Management, Vols 1-4
1990
Classification of very high dimensional data using neural networks
Digest - International Geoscience and Remote Sensing Symposium (IGARSS)
Neural Network Approaches Versus Statistical Methods in Classification of Multisource Remote Sensing Data
IEEE Transactions on Geoscience and Remote Sensing
CLASSIFICATION OF VERY HIGH DIMENSIONAL DATA USING NEURAL NETWORKS
Remote Sensing Science For the Nineties, Vols 1-3
NEURAL NETWORK APPROACHES VERSUS STATISTICAL-METHODS IN CLASSIFICATION OF MULTISOURCE REMOTE-SENSING DATA
Ieee Transactions on Geoscience and Remote Sensing
1989
Neural network approaches versus statistical methods in classification of multisource remote sensing data
Digest - International Geoscience and Remote Sensing Symposium (IGARSS)
Method of statistical multisource classification with a mechanism to weight the influence of the data sources
Digest - International Geoscience and Remote Sensing Symposium (IGARSS)
1986
METHOD FOR COMBINING MULTISPECTRAL AND ANCILLARY DATA IN REMOTE SENSING AND GEOGRAPHIC INFORMATION PROCESSING.
Keywords for Specialisation:
Image analysis and signal processing
Remote sensing
Analysis of biomedical signals
Pattern recognition
Data fusion
Neural networks
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