J. Benediktsson

发表

Neural Network Approaches Versus Statistical Methods In Classification Of Multisource Remote Sensing Data

P. Swain, J. Benediktsson, O. Ersoy, 1990 .

Consensus theoretic classification methods

Jon Atli Benediktsson, Philip H. Swain, P. Swain, 1992, IEEE Trans. Syst. Man Cybern..

One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images

Jon Atli Benediktsson, Xiuping Jia, Md. Ali Hossain, 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles

J. Benediktsson, A. Plaza, Jun Li, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis

Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, 2011, IEEE Geoscience and Remote Sensing Letters.

On the use of ICA for hyperspectral image analysis

Jon Atli Benediktsson, Jocelyn Chanussot, Saïd Moussaoui, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM Method

Qing Wang, Xin Huang, Jón Atli Benediktsson, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Segmentation and classification of hyperspectral images using watershed transformation

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2010, Pattern Recognit..

Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

Decision Fusion for Hyperspectral Classification

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2006 .

Time invariant curvelet denoising

B. B. Saevarsson, J. Benediktsson, J. Sveinsson, 2004, Proceedings of the 6th Nordic Signal Processing Symposium, 2004. NORSIG 2004..

Feature Selection for Morphological Feature Extraction using Randomforests

Sveinn Joelsson, Jon Benediktsson, Johannes Sveinsson, 2006, Proceedings of the 7th Nordic Signal Processing Symposium - NORSIG 2006.

Multiple Spectral–Spatial Classification Approach for Hyperspectral Data

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2010, IEEE Transactions on Geoscience and Remote Sensing.

Mapping of hyperspectral AVIRIS data using machine-learning algorithms

J. R. Sveinsson, J. Benediktsson, K. Árnason, 2009 .

New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning

J. Benediktsson, Shutao Li, Yushi Chen, 2018, IEEE Geoscience and Remote Sensing Magazine.

Lunar impact craters identification and age estimation with Chang'E data by deep and transfer learning

Jon Atli Benediktsson, Lorenzo Bruzzone, Yanchun Liang, 2019, 1912.01240.

Feature extraction for multisource data classification with artificial neural networks

Johannes R. Sveinsson, Jon Atli Benediktsson, J. Benediktsson, 1997 .

Semi-Supervised Self Learning for Hyperspectral Image Classification

J. Benediktsson, A. Plaza, P. Marpu, 2012 .

Nomination-favoured opinion pool for optical-SAR-synergistic rice mapping in face of weakened flooding signals

J. Benediktsson, X. Jia, D. Paull, 2019, ISPRS Journal of Photogrammetry and Remote Sensing.

Multistage classifiers optimized by neural networks and genetic algorithms

J. R. Sveinsson, J. I. Ingimundarson, J. Benediktsson, 1997 .

Spectrally Consistent Pansharpening

J. Benediktsson, H. Aanæs, J. Sveinsson, 2008 .

Chapter 12 Decision Fusion for Hyperspectral Classification

J. Benediktsson, J. Chanussot, M. Fauvel, 2006 .

Spectral-spatial classification based on integrated segmentation

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

A novel optimal multi-pattern matching method with wildcards for DNA sequence

J. Benediktsson, Da-you Liu, A. Saif, 2021, Technology and health care : official journal of the European Society for Engineering and Medicine.

Automatic retinal oximetry.

Jon Atli Benediktsson, James M. Beach, Larry Kagemann, 2006 .

VHR Very High Resolution MRF Markov Random Field SE Structuring Element MP Morphology Profile EMP Extended Morphology Profile DMP Differential Morphology Profile AF Attribute Filter AP Attribute Profile MAP Multivariate Attribute Profile EAP Extended Attribute Profile EMAP Extended Multivariate Attr

J. Benediktsson, Pedram Ghamisi, M. Dalla, 2014 .

A Combined Support Vector Machines Classification Based on Decision Fusion

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2006, 2006 IEEE International Symposium on Geoscience and Remote Sensing.

Speckle reduction of SAR images using wavelet-domain hidden Markov models

J. Benediktsson, J. Sveinsson, 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

Classification en imagerie hyperspectrale haute resolution: u tilisation conjointe de l'information spatiale et spectrale

J. Benediktsson, J. Chanussot, M. Fauvel, 2007 .

Hyperspectral Image Classification With Independent

C. Jutten, J. Benediktsson, J. Chanussot, 2011 .

Proceedings of the 8th International Workshop on Multiple Classifier Systems

Jon Atli Benediktsson, Josef Kittler, Fabio Roli, 2009, International Workshop on Multiple Classifier Systems.

Wavelet-Based Classification of Hyperspectral Images Using Extended Morphological Profiles on Graphics Processing Units

Jon Atli Benediktsson, Francisco Argüello, Dora B. Heras, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Speckle reduction and enhancement of SAR images using multiwavelets and adaptive thresholding

Johannes R. Sveinsson, Jon Atli Benediktsson, J. Benediktsson, 1999, Remote Sensing.

SAR Image Despeckling Via Structural Sparse Representation

Jon Atli Benediktsson, Leyuan Fang, Ting Lu, 2016 .

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees

Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, 2011, ISMM.

Interactive multi-image colour visualization for hyperspectral imagery

Jon Atli Benediktsson, Danfeng Liu, Liguo Wang, 2017 .

Of mosses and men: Plant succession, soil development and soil carbon accretion in the sub-Arctic volcanic landscape of Hekla, Iceland

J. Benediktsson, G. Gísladóttir, N. Falco, 2018, Progress in Physical Geography: Earth and Environment.

Feature extraction and classification of urban high-resolution satellite imagery based on morphological preprocessing

J. Benediktsson, M. Pesaresi, 2001, IGARSS 2001. Scanning the Present and Resolving the Future. Proceedings. IEEE 2001 International Geoscience and Remote Sensing Symposium (Cat. No.01CH37217).

An Investigation of Image Segmentation Method for Remotely Sensed Hyperspectral Images with Region Object Aggregations

J. Benediktsson, J. Chanussot, M. Fauvel, 2016 .

DRBM-ClustNet: A Deep Restricted Boltzmann–Kohonen Architecture for Data Clustering

J. Benediktsson, J. Senthilnath, M. Indiramma, 2022, IEEE Transactions on Neural Networks and Learning Systems.

during controlled hemorrhage and resuscitation Retinal venous oxygen saturation and cardiac output

R. A. Karlsson, J. Benediktsson, A. Elsner, 2015 .

North State: Enabling intelligent GMES services for carbon and water balance modeling of Northern forest ecosystems

J. Benediktsson, A. Mäkelä, S. Quegan, 2015 .

Morphological Detection in Images

J. J. Garcia-Escalante, Quot, J. Benediktsson, 2013 .

Neural Network Approaches Versus Statistical Methods in Classification of Multisource Remote Sensing Data

Jon Atli Benediktsson, P. H. Swain, Okan K. Ersoy, 1989, 12th Canadian Symposium on Remote Sensing Geoscience and Remote Sensing Symposium,.

A General Spline-Based Method for Centerline Extraction from Different Segmented Road Maps in Remote Sensing Imagery

J. Benediktsson, S. Luo, Yuxia Li, 2022, Remote. Sens..

Multiple Classifier Systems

Fabio Roli, F. Roli, J. Benediktsson, 2015, Lecture Notes in Computer Science.

Multiple classifier systems : 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007 : proceedings

Fabio Roli, F. Roli, J. Benediktsson, 2007 .

Editorial

Jon Atli Benediktsson, William J. Emery, J. Benediktsson, 2003, IEEE Transactions on Geoscience and Remote Sensing.

Mitral valve annular downsizing forces: implications for annuloplasty device development.

Andrew W. Siefert, J. Benediktsson, A. Yoganathan, 2014, The Journal of thoracic and cardiovascular surgery.

Retinal Vessel Oxygen Saturation in Patients With Diabetic Retinopathy

R. A. Karlsson, J. Benediktsson, E. Stefánsson, 2009 .

Spatial–Spectral Attention Network Guided With Change Magnitude Image for Land Cover Change Detection Using Remote Sensing Images

J. Benediktsson, Z. Lv, Guoqing Cui, 2022, IEEE Transactions on Geoscience and Remote Sensing.

a Method of Statistical Multisource Classification with a Mechanism to We!ght the Influence of the Data Sources

Jon Atli Benediktsson, P. H. Swain, P. Swain, 1989, 12th Canadian Symposium on Remote Sensing Geoscience and Remote Sensing Symposium,.

Hyperspectral Image Classification on Decision level fusion

J. Benediktsson, Shubi Zhang, J. Sveinsson, 2017 .

Hekla Volcano, Iceland, in the 20th Century: Lava Volumes, Production Rates, and Effusion Rates

J. Benediktsson, G. Pedersen, G. Gísladóttir, 2018 .

Historical lava flow fields at Hekla volcano, South Iceland

J. Benediktsson, Rose Rustowicz, P. Einarsson, 2018, Jökull.

Analyzing Remote Sensing Images with Hierarchial Morphological Representations

Jon Atli Benediktsson, Gabriele Cavallaro, Mauro Dalla Mura, 2016, Handbook of Pattern Recognition and Computer Vision.

Iterative Training Sample Expansion to Increase and Balance the Accuracy of Land Classification From VHR Imagery

Jon Atli Benediktsson, Giles M. Foody, Zhiyong Lv, 2021, IEEE Trans. Geosci. Remote. Sens..

Landslide Inventory Mapping on VHR Images via Adaptive Region Shape Similarity

J. Benediktsson, Z. Lv, Weiwei Sun, 2022, IEEE Transactions on Geoscience and Remote Sensing.

Land Cover Change Detection With Heterogeneous Remote Sensing Images: Review, Progress, and Perspective

J. Benediktsson, Xinghua Li, Z. Lv, 2022, Proceedings of the IEEE.

ACM NANOCOM 2018: 5th ACM international conference on nanoscale computing and communication: Reykjavik, Iceland, September 5-7, 2018

Murat Kuscu, Jon Atli Benediktsson, Massimiliano Pierobon, 2018 .

SAR Image Despeckling Via Structural Sparse Representation

J. Benediktsson, Shutao Li, Leyuan Fang, 2016, Sensing and Imaging.

FPA clust: evaluation of the flower pollination algorithm for data clustering

J. Benediktsson, J. Senthilnath, X. S. Yang, 2019, Evolutionary Intelligence.

Mathematical Morphology and Its Applications to Signal and Image Processing

Jocelyn Chanussot, Hugues Talbot, Alexandru Telea, 2015, Lecture Notes in Computer Science.

INFORMATION EXTRACTION BASED ON MULTISENSOR DATA FUSION AND NEURAL NETWORKS

Jon Atli Benediktsson, I. Kanellopoulos, J. Benediktsson, 1999 .

Conjugate-gradient neural networks in classification of multisource and very-high-dimensional remote sensing data

Jon Atli Benediktsson, Philip H. Swain, Okan K. Ersoy, 1993 .

Consensual Neural Networks

Jon Atli Benediktsson, Philip H. Swain, Okan K. Ersoy, 1991 .

A Survey on Spectral–Spatial Classification Techniques Based on Attribute Profiles

Jon Atli Benediktsson, Pedram Ghamisi, Mauro Dalla Mura, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Hierarchical clustering approaches for flood assessment using multi-sensor satellite images

Jon Atli Benediktsson, J. Senthilnath, Shreyas P.B, 2018, International Journal of Image and Data Fusion.

A new parallel tool for classification of remotely sensed imagery

Jon Atli Benediktsson, Antonio J. Plaza, Sergio Bernabé, 2012, Comput. Geosci..

Automatic registration of multi-temporal remote sensing images based on nature-inspired techniques

Jon Atli Benediktsson, Xin-She Yang, J. Senthilnath, 2014 .

Classification of Multi-Spectral Satellite Image Using Hierarchical Clustering Algorithms

Jon Atli Benediktsson, Sushant Kulkarni, Senthilnath Jayavelu, 2018, 2018 IEEE Symposium Series on Computational Intelligence (SSCI).

Frontiers in Spectral-Spatial Classification of Hyperspectral Images

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2018 .

Random-Walker-Based Collaborative Learning for Hyperspectral Image Classification

Jon Atli Benediktsson, Bin Sun, Shutao Li, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Set-to-Set Distance-Based Spectral–Spatial Classification of Hyperspectral Images

Jon Atli Benediktsson, Lorenzo Bruzzone, Shutao Li, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Spatial–Spectral Hyperspectral Image Classification Using Random Multiscale Representation

Jon Atli Benediktsson, Antonio J. Plaza, Jun Li, 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Extended Random Walker-Based Classification of Hyperspectral Images

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering

Jon Atli Benediktsson, Shutao Li, Xudong Kang, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm Optimization

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Spectral–Spatial Hyperspectral Image Classification With Edge-Preserving Filtering

Jon Atli Benediktsson, Shutao Li, Xudong Kang, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Integration of Segmentation Techniques for Classification of Hyperspectral Images

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2014, IEEE Geoscience and Remote Sensing Letters.

Advances in Spectral-Spatial Classification of Hyperspectral Images

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2013, Proceedings of the IEEE.

Extending the fractional order Darwinian particle swarm optimization to segmentation of hyperspectral images

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2012, Remote Sensing.

Spectral–Spatial Classification of Hyperspectral Data Based on a Stochastic Minimum Spanning Forest Approach

Jon Atli Benediktsson, Jocelyn Chanussot, Jesús Angulo, 2012, IEEE Transactions on Image Processing.

A Marker-Based Approach for the Automated Selection of a Single Segmentation From a Hierarchical Set of Image Segmentations

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2012, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A spatial-spectral kernel-based approach for the classification of remote-sensing images

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2012, Pattern Recognit..

A Stochastic Minimum Spanning Forest approach for spectral-spatial classification of hyperspectral images

Jon Atli Benediktsson, Jocelyn Chanussot, Jesús Angulo, 2011, 2011 18th IEEE International Conference on Image Processing.

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

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2010, IEEE Geoscience and Remote Sensing Letters.

Classification of hyperspectral data using support vector machines and adaptive neighborhoods

J. Benediktsson, J. Chanussot, Y. Tarabalka, 2009 .

Recent Advances in Techniques for Hyperspectral Image Processing

Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, 2009 .

Segmentation and Classification of Hyperspectral Data using Watershed

Jon Atli Benediktsson, Jocelyn Chanussot, Jesús Angulo, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation

Jon Atli Benediktsson, Jocelyn Chanussot, Sylvain Douté, 2008, Neurocomputing.

Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles

Johannes R. Sveinsson, Jon Atli Benediktsson, Jocelyn Chanussot, 2008, 2007 IEEE International Geoscience and Remote Sensing Symposium.

Classification of hyperspectral data from urban areas based on extended morphological profiles

Johannes R. Sveinsson, Jon Atli Benediktsson, Jon Aevar Palmason, 2005, IEEE Transactions on Geoscience and Remote Sensing.

A new approach for the morphological segmentation of high-resolution satellite imagery

Jon Atli Benediktsson, Martino Pesaresi, J. Benediktsson, 2001, IEEE Trans. Geosci. Remote. Sens..

Mathematical Models and Methods for Remote Sensing Image Analysis: An Introduction

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2018 .

Multiple Kernel Learning for Hyperspectral Image Classification: A Review

Jocelyn Chanussot, Xiuping Jia, Yanfeng Gu, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Land-cover classification using both hyperspectral and LiDAR data

Jon Atli Benediktsson, Stuart R. Phinn, Pedram Ghamisi, 2015 .

Algorithms and Applications for Land Cover Classification – A Review

Jon Atli Benediktsson, Mingmin Chi, Sebastian van der Linden, 2010 .

Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training Data

Johannes R. Sveinsson, Jon Atli Benediktsson, Björn Waske, 2009, MCS.

Random Forests for land cover classification

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2006, Pattern Recognit. Lett..

Extinction Profiles Fusion for Hyperspectral Images Classification

Shutao Li, Pedram Ghamisi, Nanjun He, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles

Jon Atli Benediktsson, Lorenzo Bruzzone, Nicola Falco, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral Image Classification With Independent Component Discriminant Analysis

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2011, IEEE Transactions on Geoscience and Remote Sensing.

Independent Component Discriminant Analysis for hyperspectral image classification

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2010, 2010 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing.

The Physical Meaning of Independent Components and Artifact Removal of Hyperspectral Data from Mars using ICA

C. Jutten, J.A. Benediktsson, J. Chanussot, 2006, Proceedings of the 7th Nordic Signal Processing Symposium - NORSIG 2006.

Statistical methods and neural network approaches for classification of data from multiple sources

Jon Atli Benediktsson, J. Benediktsson, 1991 .

A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene Representation

Jon Atli Benediktsson, Liangpei Zhang, Xin Huang, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Multiple classifiers applied to multisource remote sensing data

Johannes R. Sveinsson, Jon Atli Benediktsson, Gunnar Jakob Briem, 2002, IEEE Trans. Geosci. Remote. Sens..

A Novel Methodology to Label Urban Remote Sensing Images Based on Location-Based Social Media Photos

Jon Atli Benediktsson, Zhongyi Sun, Mingmin Chi, 2017, Proceedings of the IEEE.

Semisupervised Self-Learning for Hyperspectral Image Classification

Jon Atli Benediktsson, Antonio J. Plaza, José M. Bioucas-Dias, 2013, IEEE Transactions on Geoscience and Remote Sensing.

Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information

Jon Atli Benediktsson, Jun Liu, Mingmin Chi, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image Classification

Shutao Li, Jón Atli Benediktsson, Xudong Kang, 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Remote Sensing Big Data Classification with High Performance Distributed Deep Learning

Jon Atli Benediktsson, Gabriele Cavallaro, Morris Riedel, 2019, Remote Sensing.

Landslide Inventory Mapping From Bitemporal High-Resolution Remote Sensing Images Using Change Detection and Multiscale Segmentation

Wenzhong Shi, Xiaokang Zhang, Jón Atli Benediktsson, 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Parallel principal component neural networks for classification of event-related potential waveforms.

J R Sveinsson, J A Benediktsson, S B Stefansson, 1997, Medical engineering & physics.

Automatic retinal oximetry.

Jon Atli Benediktsson, Larry Kagemann, Alon Harris, 2006, Investigative ophthalmology & visual science.

Automatic selection of molecular descriptors using random forest: Application to drug discovery

Jon Atli Benediktsson, José García Rodríguez, Alberto Garcia-Garcia, 2017, Expert Syst. Appl..

Post-Processing Approach for Refining Raw Land Cover Change Detection of Very High-Resolution Remote Sensing Images

Jon Atli Benediktsson, Zhiyong Lv, Tongfei Liu, 2018, Remote. Sens..

An efficient method for segmentation of images based on fractional calculus and natural selection

Jon Atli Benediktsson, Nuno M. Fonseca Ferreira, Micael S. Couceiro, 2012, Expert Syst. Appl..

Environmental Mapping Based on High Resolution Remote Sensing Data

J. Benediktsson, K. Árnason, 1999 .

Classification of hyperspectral images with binary fractional order Darwinian PSO and random forests

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2013, Remote Sensing.

Hyperspectral Mixed Gaussian and Sparse Noise Reduction

Jon Atli Benediktsson, Pedram Ghamisi, Behnood Rasti, 2020, IEEE Geoscience and Remote Sensing Letters.

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Smooth spectral unmixing using total variation regularization and a first order roughness penalty

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

Pansharpening With Matting Model

Jon Atli Benediktsson, Shutao Li, Xudong Kang, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Exploiting spectral and spatial information in hyperspectral urban data with high resolution

Jon Atli Benediktsson, Fabio Dell'Acqua, Paolo Gamba, 2004, IEEE Geoscience and Remote Sensing Letters.

Deep Learning for Hyperspectral Image Classification: An Overview

Jon Atli Benediktsson, Shutao Li, Weiwei Song, 2019, IEEE Transactions on Geoscience and Remote Sensing.

A classifier ensemble based on fusion of support vector machines for classifying hyperspectral data

Johannes R. Sveinsson, Jon Atli Benediktsson, Jocelyn Chanussot, 2010 .

Generative Adversarial Networks for Hyperspectral Image Classification

Lin Zhu, Pedram Ghamisi, Yushi Chen, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions

Jon Atli Benediktsson, Francesca Bovolo, Dawei Wen, 2021, IEEE Geoscience and Remote Sensing Magazine.

Land Cover Change Detection Techniques: Very-high-resolution optical images: A review

J. Benediktsson, N. Falco, Tongfei Liu, 2021, IEEE Geoscience and Remote Sensing Magazine.

Glaucoma filtration surgery and retinal oxygen saturation.

Jon Atli Benediktsson, Einar Stefansson, Alon Harris, 2009, Investigative ophthalmology & visual science.

Remotely sensed big data: evolution in model development for information extraction [point of view]

Jon Atli Benediktsson, Antonio J. Plaza, Jun Li, 2019, Proc. IEEE.

Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing Images

Zhiyong Lv, Cheng Shi, Jón Atli Benediktsson, 2021, IEEE Geoscience and Remote Sensing Letters.

Diagnostic Analysis on Change Vector Analysis Methods for LCCD Using Remote Sensing Images

Jón Atli Benediktsson, Nicola Falco, Lv ZhiYong, 2021, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Novel Land Cover Change Detection Method Based on k-Means Clustering and Adaptive Majority Voting Using Bitemporal Remote Sensing Images

Cheng Shi, Jón Atli Benediktsson, Zhiyong Lv, 2019, IEEE Access.

Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox

Jon Atli Benediktsson, Jocelyn Chanussot, Pedram Ghamisi, 2020, IEEE Geoscience and Remote Sensing Magazine.

Novel Automatic Approach for Land Cover Change Detection by Using VHR Remote Sensing Images

Zhiyong Lv, Jón Atli Benediktsson, Tongfei Liu, 2022, IEEE Geoscience and Remote Sensing Letters.

Linear Versus Nonlinear PCA for the Classification of Hyperspectral Data Based on the Extended Morphological Profiles

Jon Atli Benediktsson, Jocelyn Chanussot, Prashanth Reddy Marpu, 2012, IEEE Geoscience and Remote Sensing Letters.

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data

Jon Atli Benediktsson, Patrick Hostert, Björn Waske, 2010, IEEE Transactions on Geoscience and Remote Sensing.

Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing

J. Benediktsson, M. Riedel, Gabriele Cavallaro, 2021, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS.

A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification

Jon Atli Benediktsson, Xiuping Jia, Yanfeng Gu, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of Support Vector Machines for Classification of Multisensor Data

Jon Atli Benediktsson, Björn Waske, J. Benediktsson, 2007, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas

Jon Atli Benediktsson, Björn Waske, Gunter Menz, 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

Big Data for Remote Sensing: Challenges and Opportunities

Jon Atli Benediktsson, Antonio J. Plaza, Yangyong Zhu, 2016, Proceedings of the IEEE.

Land-Cover Mapping by Markov Modeling of Spatial–Contextual Information in Very-High-Resolution Remote Sensing Images

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2013, Proceedings of the IEEE.

Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2012, 2012 Tyrrhenian Workshop on Advances in Radar and Remote Sensing (TyWRRS).

Multisource and Multitemporal Data Fusion in Remote Sensing

Jon Atli Benediktsson, Naoto Yokoya, Francesca Bovolo, 2018, ArXiv.

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods

Jon Atli Benediktsson, Lorenzo Bruzzone, Gustavo Camps-Valls, 2013, IEEE Signal Processing Magazine.

Iterative clustering based active learning for hyperspectral image classification

Jon Atli Benediktsson, Shutao Li, Ting Lu, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm Optimization

Jon Atli Benediktsson, Pedram Ghamisi, J. Benediktsson, 2015, IEEE Geoscience and Remote Sensing Letters.

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth Reddy Marpu, 2013, IEEE Transactions on Geoscience and Remote Sensing.

Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learning

J. Benediktsson, L. Bruzzone, Renchu Guan, 2020, Nature Communications.

Almost translation invariant wavelet transformations for speckle reduction of SAR images

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2003, IEEE Trans. Geosci. Remote. Sens..

Pansharpening Based on Intrinsic Image Decomposition

J. Benediktsson, Shutao Li, Leyuan Fang, 2014, Sensing and Imaging.

Unsupervised Change Detection in Multitemporal Images of the Human Retina

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2011 .

Automatic Feature Extraction from Planetary Images

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2010 .

Automatic Extraction of Planetary Image Features

G. Troglio, J. A. Benediktsson, G. Moser, 2009, 2009 Third IEEE International Conference on Space Mission Challenges for Information Technology.

Spectral Derivative Features for Classification of Hyperspectral Remote Sensing Images: Experimental Evaluation

Jon Atli Benediktsson, Mingmin Chi, Jiangfeng Bao, 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Adaptive Markov Random Fields for Joint Unmixing and Segmentation of Hyperspectral Images

Jon Atli Benediktsson, Jean-Yves Tourneret, Olivier Eches, 2013, IEEE Transactions on Image Processing.

Novel Adaptive Histogram Trend Similarity Approach for Land Cover Change Detection by Using Bitemporal Very-High-Resolution Remote Sensing Images

Jon Atli Benediktsson, Xiaokang Zhang, Zhi Yong Lv, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Automatic registration of retina images based on genetic techniques

G. Troglio, G. Moser, J.A. Benediktsson, 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

Image and Signal Processing for Remote Sensing XXIII

Jon Atli Benediktsson, Francesca Bovolo, Lorenzo Bruzzone, 2007 .

Kernel Principal Component Analysis for Feature Reduction in Hyperspectrale Images Analysis

J.A. Benediktsson, J. Chanussot, M. Fauvel, 2006, Proceedings of the 7th Nordic Signal Processing Symposium - NORSIG 2006.

Translation invariant combined denoising algorithm

B. B. Saevarsson, Johannes R. Sveinsson, Jon Atli Benediktsson, 2005, 2005 IEEE International Symposium on Circuits and Systems.

Steering Committee Editor in Chief Deputy Editor in Chief

L. M. Bruce, J. Benediktsson, E. Njoku, 2010 .

A Novel Approach for Multispectral Satellite Image Classification Based on the Bat Algorithm

Jon Atli Benediktsson, X. S. Yang, J. Senthilnath, 2016, IEEE Geoscience and Remote Sensing Letters.

Supervised classification methods in hyperspectral imaging—recent advances

Jon Atli Benediktsson, Shutao Li, Junshi Xia, 2020 .

How Transferable Are Spatial Features for the Classification of Very High Resolution Remote Sensing Data?

J.A. Benediktsson, J. Chanussot, M. Fauvel, 2007, 2007 Urban Remote Sensing Joint Event.

Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images

Jon Atli Benediktsson, Jocelyn Chanussot, Hugues Talbot, 2010, Pattern Recognit. Lett..

Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D Interpolation

Yuan Yan Tang, Hong Li, Yalong Song, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral images classification by fusing extinction profiles feature

Jon Atli Benediktsson, Shutao Li, Pedram Ghamisi, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Hyperspectral Anomaly Detection With Attribute and Edge-Preserving Filters

Kenli Li, Jun Li, Shutao Li, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Generalized Composite Kernel Framework for Hyperspectral Image Classification

Jon Atli Benediktsson, Antonio J. Plaza, José M. Bioucas-Dias, 2013, IEEE Transactions on Geoscience and Remote Sensing.

A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban Areas

Jon Atli Benediktsson, Jun Li, Xiao Xiang Zhu, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Remote sensing image fusion based on NSST and parameter adaptive PCNN

J. Benediktsson, Liguo Wang, Danfeng Liu, 2022, Journal of Applied Remote Sensing.

Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing Images

J. Benediktsson, Minghua Zhao, Lipeng Gao, 2022, IEEE Geoscience and Remote Sensing Letters.

Object-Oriented Key Point Vector Distance for Binary Land Cover Change Detection Using VHR Remote Sensing Images

Jon Atli Benediktsson, Zhiyong Lv, Tongfei Liu, 2020, IEEE Transactions on Geoscience and Remote Sensing.

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

Jon Atli Benediktsson, Shutao Li, Stephen Marshall, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Vegetation Cover Estimation Using Convolutional Neural Networks

Ayman El-Baz, Ali Mahmoud, Ahmed Shalaby, 2019, IEEE Access.

Remote Sensing Data Fusion: Markov Models and Mathematical Morphology for Multisensor, Multiresolution, and Multiscale Image Classification

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2018 .

Spectral–Spatial Adaptive Sparse Representation for Hyperspectral Image Denoising

Jon Atli Benediktsson, Shutao Li, Yi Ma, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Unsupervised methods for the classification of hyperspectral images with low spatial resolution

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2013, Pattern Recognit..

Hyperspectral Data Classification Using Extended Extinction Profiles

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, IEEE Geoscience and Remote Sensing Letters.

Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Parsimonious Mahalanobis kernel for the classification of high dimensional data

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2012, Pattern Recognit..

Mahalanobis kernel for the classification of hyperspectral images

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

Spectral–Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2009, IEEE Transactions on Geoscience and Remote Sensing.

Spectral–Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse Representation

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Joint bilateral filtering and spectral similarity-based sparse representation: A generic framework for effective feature extraction and data classification in hyperspectral imaging

Jon Atli Benediktsson, Stephen Marshall, Zhijing Yang, 2017, Pattern Recognit..

Spectral–Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2015, IEEE Transactions on Geoscience and Remote Sensing.

PCA-Based Edge-Preserving Features for Hyperspectral Image Classification

Shutao Li, Jón Atli Benediktsson, Xudong Kang, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Classification of Hyperspectral Images by Exploiting Spectral–Spatial Information of Superpixel via Multiple Kernels

Jon Atli Benediktsson, Shutao Li, Jinchang Ren, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Sparse Representation-Based Augmented Multinomial Logistic Extreme Learning Machine With Weighted Composite Features for Spectral–Spatial Classification of Hyperspectral Images

Zhijing Yang, Faxian Cao, Jinchang Ren, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Model based pansharpening method based on TV and MTF deblurring

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Multiple Feature Learning for Hyperspectral Image Classification

Jon Atli Benediktsson, Antonio J. Plaza, Liangpei Zhang, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2009, EURASIP J. Adv. Signal Process..

Automatic Spectral–Spatial Classification Framework Based on Attribute Profiles and Supervised Feature Extraction

Johannes R. Sveinsson, Jon Atli Benediktsson, Pedram Ghamisi, 2014, IEEE Transactions on Geoscience and Remote Sensing.

BS-McL: Bilevel Segmentation Framework With Metacognitive Learning for Detection of the Power Lines in UAV Imagery

Jón Atli Benediktsson, J. Senthilnath, Meenakumari Thapa, 2021, IEEE Transactions on Geoscience and Remote Sensing.

Absolute neuro-fuzzy classification of remote sensing data

J.A. Benediktsson, H. Benediktsson, K. Arnason, 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

Spatial Technology and Social Media in Remote Sensing: A Survey

Jon Atli Benediktsson, Antonio J. Plaza, Bing Zhang, 2017, Proceedings of the IEEE.

Extinction Profiles for the Classification of Remote Sensing Data

Jon Atli Benediktsson, Xiao Xiang Zhu, Roberto de Alencar Lotufo, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Classification of Remote Sensing Optical and LiDAR Data Using Extended Attribute Profiles

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth Reddy Marpu, 2012, IEEE Journal of Selected Topics in Signal Processing.

Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing Images pdf

Jon Atli Benediktsson, Weiwei Song, Shutao Li, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Asymmetric Hash Code Learning for Remote Sensing Image Retrieval

Jon Atli Benediktsson, Pedram Ghamisi, Renwei Dian, 2022, IEEE Transactions on Geoscience and Remote Sensing.

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification

Jon Atli Benediktsson, Pedram Ghamisi, Yushi Chen, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Multisensor Composite Kernels Based on Extreme Learning Machines

Pedram Ghamisi, Jón Atli Benediktsson, Behnood Rasti, 2019, IEEE Geoscience and Remote Sensing Letters.

Novel Adaptive Region Spectral–Spatial Features for Land Cover Classification With High Spatial Resolution Remotely Sensed Imagery

J. Benediktsson, Weiwei SUN, Z. Lv, 2023, IEEE Transactions on Geoscience and Remote Sensing.

Novel Piecewise Distance Based on Adaptive Region Key-Points Extraction for LCCD With VHR Remote-Sensing Images

J. Benediktsson, Z. Lv, Wen Wang, 2023, IEEE Transactions on Geoscience and Remote Sensing.

Morphological Attribute Profiles for the Analysis of Very High Resolution Images

Jon Atli Benediktsson, Lorenzo Bruzzone, Björn Waske, 2010, IEEE Transactions on Geoscience and Remote Sensing.

Automatic Framework for Spectral–Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles

Jon Atli Benediktsson, Antonio J. Plaza, Pedram Ghamisi, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A novel supervised feature selection technique based on genetic algorithms

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth Reddy Marpu, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing Images

Jon Atli Benediktsson, Kun-Shan Chen, Lena Chang, 2011, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Spectral-spatial analysis in hyperspectral remote sensing: from morphological profiles to classified segmentation

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2009, Remote Sensing.

Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

Classification of hyperspectral images using automatic marker selection and Minimum Spanning Forest

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2009, 2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing.

Classification of multisource and hyperspectral data based on decision fusion

Jon Atli Benediktsson, Ioannis Kanellopoulos, J. Benediktsson, 1999, IEEE Trans. Geosci. Remote. Sens..

Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniques

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth Reddy Marpu, 2012 .

Ensemble Classification Algorithm for Hyperspectral Remote Sensing Data

Jon Atli Benediktsson, Mingmin Chi, Rui Feng, 2009, IEEE Geoscience and Remote Sensing Letters.

Metrological hyperspectral image analysis through spectral differences

Jon Atli Benediktsson, Jon Yngve Hardeberg, Noël Richard, 2020 .

Detection and Correction of Mislabeled Training Samples for Hyperspectral Image Classification

Shutao Li, Jón Atli Benediktsson, Xudong Kang, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Random Forest Classification of Remote Sensing Data

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2006 .

Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial Resolution

Jon Atli Benediktsson, Zhiyong Lv, Wenzhong Shi, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Source based feature extraction for support vector machines in hyperspectral classification

Johannes R. Sveinsson, Jon Atli Benediktsson, Gisli H. Halldorsson, 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

Classification and feature extraction for remote sensing images from urban areas based on morphological transformations

Jon Atli Benediktsson, Martino Pesaresi, Kolbeinn Amason, 2003, IEEE Trans. Geosci. Remote. Sens..

Generalized Differential Morphological Profiles for Remote Sensing Image Classification

Jon Atli Benediktsson, Liangpei Zhang, Jianya Gong, 2016, 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

Jon Atli Benediktsson, Lorenzo Bruzzone, Nicola Falco, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A multiple classifier approach for spectral-spatial classification of hyperspectral data

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

Very High-Resolution Remote Sensing: Challenges and Opportunities [Point of View]

Jon Atli Benediktsson, Jocelyn Chanussot, Wooil M. Moon, 2012, Proc. IEEE.

Optimized combination, regularization, and pruning in parallel consensual neural networks

Johannes R. Sveinsson, Jon Atli Benediktsson, Lars Kai Hansen, 1998, Remote Sensing.

Hybrid consensus theoretic classification

Johannes R. Sveinsson, Jon Atli Benediktsson, P. H. Swain, 1996, IGARSS '96. 1996 International Geoscience and Remote Sensing Symposium.

Parallel consensual neural networks

Johannes R. Sveinsson, Jon Atli Benediktsson, P. H. Swain, 1993, IEEE International Conference on Neural Networks.

Gradient Optimization for multiple kernel's parameters in support vector machines classification

Jon Atli Benediktsson, Jocelyn Chanussot, Paolo Gamba, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

Automatic Extraction of Ellipsoidal Features for Planetary Image Registration

Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, 2012, IEEE Geoscience and Remote Sensing Letters.

A Novel Unsupervised Sample Collection Method for Urban Land-Cover Mapping Using Landsat Imagery

Jon Atli Benediktsson, Xiuping Jia, Xin Huang, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Decision Fusion, Classification of Multisource Data

Jon Atli Benediktsson, Björn Waske, J. Benediktsson, 2014, Encyclopedia of Remote Sensing.

Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imagery

Jon Atli Benediktsson, J. Senthilnath, Naveen P. Kalro, 2014, Appl. Math. Comput..

A Novel Feature Selection Approach Based on FODPSO and SVM

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2015, IEEE Transactions on Geoscience and Remote Sensing.

A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery

Jon Atli Benediktsson, Abder-Rahman Ali, Micael S. Couceiro, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Combined wavelet and curvelet denoising of SAR images

B. B. Saevarsson, Johannes R. Sveinsson, Jon Atli Benediktsson, 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification

Jon Atli Benediktsson, Jocelyn Chanussot, Hugues Talbot, 2014, Pattern Recognit. Lett..

Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery

Jon Atli Benediktsson, Antonio J. Plaza, Liangpei Zhang, 2016, IEEE Transactions on Geoscience and Remote Sensing.

A toolbox for unsupervised change detection analysis

Jon Atli Benediktsson, Prashanth Reddy Marpu, Nicola Falco, 2016 .

A New Multiple Classifier System for Semi-supervised Analysis of Hyperspectral Images

Jon Atli Benediktsson, Antonio J. Plaza, José M. Bioucas-Dias, 2016, ICPRAM.

On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods

Jon Atli Benediktsson, Antonio J. Plaza, Morris Riedel, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison

Jon Atli Benediktsson, Antonio J. Plaza, Sebastián López, 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

European perspectives in hyperspectral data analysis

Jon Atli Benediktsson, Antonio J. Plaza, Jocelyn Chanussot, 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

HYPER-I-NET: European research network on hyperspectral imaging

Jon Atli Benediktsson, Antonio J. Plaza, Jocelyn Chanussot, 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

Advanced processing of hyperspectral images

Jon Atli Benediktsson, Antonio J. Plaza, Lorenzo Bruzzone, 2006, 2006 IEEE International Symposium on Geoscience and Remote Sensing.

Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor Decomposition

Shutao Li, Leyuan Fang, Jón Atli Benediktsson, 2018, IEEE Access.

Band selection for hyperspectral images based on parallel particle swarm optimization schemes

Jon Atli Benediktsson, Hsuan Ren, Kun-Shan Chen, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

Scheduling-Guided Automatic Processing of Massive Hyperspectral Image Classification on Cloud Computing Architectures

Jon Atli Benediktsson, Jun Li, Zhihui Wei, 2020, IEEE Transactions on Cybernetics.

Multiple Morphological Profiles From Multicomponent-Base Images for Hyperspectral Image Classification

Jon Atli Benediktsson, Antonio J. Plaza, Jun Li, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2011, IEEE Journal of Selected Topics in Signal Processing.

Supervised super-resolution to improve the resolution of hyperspectral images classification maps

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2010, Remote Sensing.

Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification

Jon Atli Benediktsson, Jocelyn Chanussot, Xiuping Jia, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification

Jon Atli Benediktsson, Xiuping Jia, Pedram Ghamisi, 2019, Remote. Sens..

Contextual Online Dictionary Learning for Hyperspectral Image Classification

Shutao Li, Leyuan Fang, Jón Atli Benediktsson, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral Image Classification With Squeeze Multibias Network

Shutao Li, Pedram Ghamisi, Leyuan Fang, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing Images

Jon Atli Benediktsson, Yixiang Chen, Zhiyong Lv, 2018, Remote. Sens..

Adaptive Spectral–Spatial Compression of Hyperspectral Image With Sparse Representation

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Machine Learning Techniques in Remote Sensing Data Analysis

Jon Atli Benediktsson, Jocelyn Chanussot, Björn Waske, 2009 .

MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Change Detection in VHR Images Based on Morphological Attribute Profiles

Jon Atli Benediktsson, Francesca Bovolo, Lorenzo Bruzzone, 2013, IEEE Geoscience and Remote Sensing Letters.

Training sample refining method using an adaptive neighbor to improve the classification performance of very high-spatial resolution remote sensing images

Jon Atli Benediktsson, Zhiyong Lv, Guangfei Li, 2019, Journal of Applied Remote Sensing.

Classification of Pansharpened Urban Satellite Images

Johannes R. Sveinsson, Jon Atli Benediktsson, Henrik Aanæs, 2012, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Semi-Supervised Classifier Ensembles for Classifying Remote Sensing Data

Jon Atli Benediktsson, Björn Waske, J. Benediktsson, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

Ensemble Methods for Classification of Hyperspectral Data

Johannes R. Sveinsson, Jon Atli Benediktsson, Jocelyn Chanussot, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

Simultaneous and Constrained Calibration of Multiple Hyperspectral Images Through a New Generalized Empirical Line Model

Lorenzo Bruzzone, Jón Atli Benediktsson, Nicola Falco, 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A smooth hyperspectral unmixing method using cyclic descent

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Support vector machines in multisource classification

Johannes R. Sveinsson, Jon Atli Benediktsson, Gisli Hreinn Halldorsson, 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

Hyperspectral image denoising using 3D wavelets

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Classification and feature extraction of AVIRIS data

Johannes R. Sveinsson, Jon Atli Benediktsson, Kolbeinn Amason, 1995, IEEE Trans. Geosci. Remote. Sens..

Hyperspectral Image Classification via Multiple-Feature-Based Adaptive Sparse Representation

Jon Atli Benediktsson, Cheng Wang, Shutao Li, 2017, IEEE Transactions on Instrumentation and Measurement.

Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random Fields

Jon Atli Benediktsson, Haoyang Yu, Lianru Gao, 2016, Remote. Sens..

Decision Fusion for the Classification of Urban Remote Sensing Images

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2006, IEEE Transactions on Geoscience and Remote Sensing.

Spatial Density Peak Clustering for Hyperspectral Image Classification With Noisy Labels

Jon Atli Benediktsson, Jinping Wang, Bing Tu, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Supervised Functional Data Discriminant Analysis for Hyperspectral Image Classification

Jon Atli Benediktsson, Hong Li, Yantao Wei, 2020, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of Multiple Edge-Preserving Operations for Hyperspectral Image Classification

Jon Atli Benediktsson, Pedram Ghamisi, Shutao Li, 2019, IEEE Transactions on Geoscience and Remote Sensing.

Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Model-Based Satellite Image Fusion

Johannes R. Sveinsson, Jon Atli Benediktsson, Henrik Aanæs, 2008, IEEE Transactions on Geoscience and Remote Sensing.

Multisource remote sensing data classification based on consensus and pruning

Johannes R. Sveinsson, Jon Atli Benediktsson, J. Benediktsson, 2003, IEEE Trans. Geosci. Remote. Sens..

On Scalable Data Mining Techniques for Earth Science

Jón Atli Benediktsson, Matthias Richerzhagen, Markus Götz, 2015, ICCS.

Consensus Based Classification of Multisource Remote Sensing Data

Johannes R. Sveinsson, Jon Atli Benediktsson, J. Benediktsson, 2000, Multiple Classifier Systems.

Spatial-Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing Images

Jon Atli Benediktsson, Zhiyong Lv, Jiannong Cao, 2019, Remote. Sens..

From Subpixel to Superpixel: A Novel Fusion Framework for Hyperspectral Image Classification

Shutao Li, Xiuping Jia, Leyuan Fang, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Self-dual Attribute Profiles for the Analysis of Remote Sensing Images

Jon Atli Benediktsson, Lorenzo Bruzzone, Mauro Dalla Mura, 2011, ISMM.

Marker-based Hierarchical Segmentation and classification approach for hyperspectral imagery

Jon Atli Benediktsson, Jocelyn Chanussot, Yuliya Tarabalka, 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification

Jon Atli Benediktsson, Shutao Li, Xiuping Jia, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse Representation

Jon Atli Benediktsson, Shutao Li, Leyuan Fang, 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Spectral–Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields

Pedram Ghamisi, Jón Atli Benediktsson, Magnus Orn Ulfarsson, 2014, IEEE Transactions on Geoscience and Remote Sensing.

Class-Specific Sparse Multiple Kernel Learning for Spectral–Spatial Hyperspectral Image Classification

Jon Atli Benediktsson, Jocelyn Chanussot, Xiuping Jia, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Fusion of hyperspectral and lidar data using morphological attribute profiles

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth R. Marpu, 2011, Remote Sensing.

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

Johannes R. Sveinsson, Jon Atli Benediktsson, Jocelyn Chanussot, 2007, IEEE Transactions on Geoscience and Remote Sensing.

A Novel Feature Derivation Technique for SVM based Hyper Spectral Image Classification

Jocelyn Chanussot, Jón Atli Benediktsson, Yuliya Tarabalka, 2017 .

Augmented GBM Nonlinear Model to Address Spectral Variability for Hyperspectral Unmixing

J. Benediktsson, Liguo Wang, Danfeng Liu, 2023, Remote. Sens..

A Pan-Sharpening Method with Beta-Divergence Non-Negative Matrix Factorization in Non-Subsampled Shear Transform Domain

J. Benediktsson, Liguo Wang, Danfeng Liu, 2022, Remote Sensing.

IESRGAN: Enhanced U-Net Structured Generative Adversarial Network for Remote Sensing Image Super-Resolution Reconstruction

J. Benediktsson, Danfeng Liu, Liguo Wang, 2023, Remote. Sens..

A Multispectral and Panchromatic Images Fusion Method Based on Weighted Mean Curvature Filter Decomposition

J. Benediktsson, Liguo Wang, Danfeng Liu, 2022, Applied Sciences.

SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art

P. Atkinson, J. Benediktsson, L. Bruzzone, 2019, IEEE Geoscience and Remote Sensing Magazine.

Deep TEC: Deep Transfer Learning with Ensemble Classifier for Road Extraction from UAV Imagery

Jon Atli Benediktsson, J. Senthilnath, Neelanshi Varia, 2020, Remote. Sens..

Hyperspectral Image Classification With Rotation Random Forest Via KPCA

Jon Atli Benediktsson, Peijun Du, Jocelyn Chanussot, 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Modeling structural information for building extraction with morphological attribute filters

L. Bruzzone, M. Dalla Mura, J. A. Benediktsson, 2009, Remote Sensing.

Extended morphological profiles using auto-associative neural networks for hyperspectral data classification

Jon Atli Benediktsson, Jocelyn Chanussot, Prashanth Reddy Marpu, 2011, 2011 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Multiple Classifier Systems in Remote Sensing: From Basics to Recent Developments

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2007, MCS.

Unsupervised classification and spectral unmixing for sub-pixel labelling

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2018, Amsterdam, The Netherlands, September 23-26, 2018

Jocelyn Chanussot, Yanfeng Gu, Xiaoxiang Zhu, 2018, WHISPERS.

The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images

Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, 2011 .

A novel semi-supervised learning framework for hyperspectral image classification

Jon Atli Benediktsson, Jianzhong Wang, Hong Li, 2016, Int. J. Wavelets Multiresolution Inf. Process..

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification

Jon Atli Benediktsson, Peijun Du, Jocelyn Chanussot, 2016, IEEE Geoscience and Remote Sensing Letters.

Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial Resolution

Jon Atli Benediktsson, Zhiyong Lv, Wenzhong Shi, 2016, Remote. Sens..

Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective

Sicong Liu, Mingmin Chi, Antonio Plaza, 2017, IEEE Geoscience and Remote Sensing Letters.

Simultaneous empirical line calibration of multiple spectral images

Jon Atli Benediktsson, Lorenzo Bruzzone, Fadi Kizel, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Random forest classifiers for hyperspectral data

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2005, Proceedings. 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005. IGARSS '05..

Automatic Attribute Profiles

Jón Atli Benediktsson, Gabriele Cavallaro, Mauro Dalla Mura, 2017, IEEE Transactions on Image Processing.

Fusion of hyperspectral and LiDAR data in classification of urban areas

Jon Atli Benediktsson, Stuart R. Phinn, Pedram Ghamisi, 2014, 2014 IEEE Geoscience and Remote Sensing Symposium.

FODSPO based feature selection for hyperspectral remote sensing data

Jon Atli Benediktsson, Micael S. Couceiro, Pedram Ghamisi, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Automatic Generation of Standard Deviation Attribute Profiles for Spectral–Spatial Classification of Remote Sensing Data

Jon Atli Benediktsson, Lorenzo Bruzzone, Prashanth Reddy Marpu, 2013, IEEE Geoscience and Remote Sensing Letters.

Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments

Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, 2012, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Spectral-spatial classification of polarimetric SAR data using morphological attribute profiles

Kun-Shan Chen, Prashanth Reddy Marpu, Jon Alti Benediktsson, 2011, Remote Sensing.

Morphological attribute filters for the analysis of very high resolution remote sensing images

Jon Atli Benediktsson, Lorenzo Bruzzone, Björn Waske, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

Classification of remote sensing images from urban areas using a fuzzy possibilistic model

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2006, IEEE Geoscience and Remote Sensing Letters.

Spectral–Spatial Classification of Multispectral Images Using Kernel Feature Space Representation

Jon Atli Benediktsson, Antonio J. Plaza, Sergio Bernabé, 2014, IEEE Geoscience and Remote Sensing Letters.

On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods

J. Benediktsson, A. Plaza, M. Riedel, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems — North state

Jon Atli Benediktsson, Oleg Antropov, Rune Storvold, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Hyperspectral image restoration using wavelets

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2013, Remote Sensing.

Wavelet based hyperspectral image restoration using spatial and spectral penalties

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2013, Remote Sensing.

A novel hierarchical clustering technique based on splitting and merging

Jon Atli Benediktsson, Deepak Kumar, Xiaoyang Zhang, 2016 .

Foreword to the special issue on urban remote sensing by satellite

Jon Atli Benediktsson, Paolo Gamba, Graeme Wilkinson, 2003, IEEE Trans. Geosci. Remote. Sens..

Spatially Enhanced Spectral Unmixing Through Data Fusion of Spectral and Visible Images from Different Sensors

Jon Atli Benediktsson, Fadi Kizel, J. Benediktsson, 2020, Remote. Sens..

Mahalanobis kernel based on probabilistic principal component

Jon Atli Benediktsson, Jocelyn Chanussot, Alberto Villa, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Kernel principal component analysis for the construction of the extended morphological profile

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

Oxygen saturation in human retinal vessels is higher in dark than in light.

Jon Atli Benediktsson, Einar Stefansson, Gisli Hreinn Halldorsson, 2009, Investigative ophthalmology & visual science.

Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers

J. Benediktsson, J. Chanussot, Y. Tarabalka, 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

Segmentation and classification of hyperspectral images using watershed transformation

J. Benediktsson, J. Chanussot, Y. Tarabalka, 2010, Pattern Recognit..

Deep-Learning-Based 3-D Surface Reconstruction—A Survey

J. Benediktsson, Achim Streit, Charlotte Debus, 2023, Proceedings of the IEEE.

Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing Images

Jon Atli Benediktsson, Hui Lin, Shutao Li, 2018, IEEE Transactions on Geoscience and Remote Sensing.

Hyperspectral image denoising using a new linear model and Sparse Regularization

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

Spectral–Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques

J. Benediktsson, Y. Tarabalka, Jocelyn Chanussot, 2009, IEEE Transactions on Geoscience and Remote Sensing.

An Unsupervised Technique Based on Morphological Filters for Change Detection in Very High Resolution Images

Jon Atli Benediktsson, Francesca Bovolo, Lorenzo Bruzzone, 2008, IEEE Geoscience and Remote Sensing Letters.

Morphological transformations and feature extraction of urban data with high spectral and spatial resolution

J.A. Benediktsson, K. Arnason, J.A. Palmason, 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler's First Law of Geography for Very High Resolution Aerial Imagery Classification

Jon Atli Benediktsson, Zhiyong Lv, Penglin Zhang, 2017, Remote. Sens..

Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art

P. Atkinson, J. Benediktsson, L. Bruzzone, 2019, IEEE Geoscience and Remote Sensing Magazine.

An investigation of multiple self-organizing feature maps for classification of multisource data

Johannes R. Sveinsson, Jon Atli Benediktsson, Sigmar K. Stefansson, 2002, IEEE International Geoscience and Remote Sensing Symposium.

Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing Images

Jon Atli Benediktsson, Zhiyong Lv, Tongfei Liu, 2018, Remote. Sens..

Semi-Automatic System for Land Cover Change Detection Using Bi-Temporal Remote Sensing Images

Jon Atli Benediktsson, Zhiyong Lv, Wenzhong Shi, 2017, Remote. Sens..

Ensemble methods for spectral-spatial classification of urban hyperspectral data

Jon Atli Benediktsson, Björn Waske, Xin-Lu Wang, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

A new pansharpening method using an explicit image formation model regularized via Total Variation

Johannes R. Sveinsson, Jon Atli Benediktsson, Magnus O. Ulfarsson, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

SpectralGPT: Spectral Foundation Model

J. Benediktsson, N. Yokoya, D. Hong, 2023, ArXiv.

Sample Iterative Enhancement Approach for Improving Classification Performance of Hyperspectral Imagery

J. Benediktsson, Z. Lv, Weiwei Sun, 2024, IEEE Geoscience and Remote Sensing Letters.

Region-based classification of remote sensing images with the morphological tree of shapes

Jon Atli Benediktsson, Gabriele Cavallaro, Mauro Dalla Mura, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes

Jon Atli Benediktsson, Antonio J. Plaza, Gabriele Cavallaro, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions

Jon Atli Benediktsson, Lorenzo Bruzzone, Gabriele Cavallaro, 2015, ISMM.

Speckle reduction of TerraSAR-X imagery using TV segmentation

Johannes R. Sveinsson, Jon Atli Benediktsson, Björn Waske, 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

Speckle Reduction of SAR Images in the Bandlet Domain

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

Combined Wavelet and Contourlet Denoising of SAR Images

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

Combined wavelet and curvelet denoising of SAR images using TV segmentation

Johannes R. Sveinsson, Jon Atli Benediktsson, J. R. Sveinsson, 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

Step 1 Probabilistic Classification ( by SVM ) Step 2 Spectral unmixing ( by FCLSU ) Step 3 Spatial Regularization ( by Simulated Annealing ) Hyperspectral data Pure Pixels Classification Map Preliminary Classification Map Mixed Pixels Abundances Estimates Final Classification

J. Benediktsson, A. Villa, J. Chanussot, 2010 .

Advances in Very-High-Resolution Remote Sensing [Scanning the Issue]

Jon Atli Benediktsson, Jocelyn Chanussot, Wooil M. Moon, 2013, Proc. IEEE.

A Stepwise Analytical Projected Gradient Descent Search for Hyperspectral Unmixing and Its Code Vectorization

Nathan S. Netanyahu, Jón Atli Benediktsson, Maxim Shoshany, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing

J. Benediktsson, P. Gamba, M. Mura, 2015, Proceedings of the IEEE.

CONJUGATE-GRADI 3 NT NEURAL NETWORKS IN CLASSIFICATION OF MULTISOURCE AND VERY-HIGH-DIMENSIONAL REMOTE SENSING DATA

P. Swain, J. Benediktsson, K. Ersoy, 2013 .

Novel Enhanced UNet for Change Detection Using Multimodal Remote Sensing Image

J. Benediktsson, Z. Lv, Weiwei Sun, 2023, IEEE Geoscience and Remote Sensing Letters.

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

J. R. Sveinsson, J. Benediktsson, J. Chanussot, 2008, IEEE Transactions on Geoscience and Remote Sensing.

Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural Network.

J. Benediktsson, Weiwei SUN, Z. Lv, 2023, IEEE transactions on neural networks and learning systems.

Novel Land-Cover Classification Approach With Nonparametric Sample Augmentation for Hyperspectral Remote-Sensing Images

J. Benediktsson, Weiwei SUN, Z. Lv, 2023, IEEE Transactions on Geoscience and Remote Sensing.

Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox

J. Benediktsson, J. Chanussot, D. Hong, 2020, IEEE Geoscience and Remote Sensing Magazine.

Mathematical Morphology and Its Applications to Signal and Image Processing

J. Benediktsson, Laurent Najman, J. Chanussot, 2015, Lecture Notes in Computer Science.

SpectralGPT: Spectral Remote Sensing Foundation Model.

J. Benediktsson, N. Yokoya, D. Hong, 2023, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Fusion of methods for the classification of remote sensing images from urban areas

Jon Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel, 2005, Proceedings. 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005. IGARSS '05..

Retinal oxygenation in diabetic retinopathy

R. A. Karlsson, J. Benediktsson, E. Stefánsson, 2009 .

Counter-Current Oxygen Flux From Arterioles to Venules in the Human Retinal Circulation

R. A. Karlsson, J. Benediktsson, E. Stefánsson, 2007 .

Random Forest classification of multisource remote sensing and geographic data

Johannes R. Sveinsson, Jon Atli Benediktsson, Pall Oskar Gislason, 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

Translation invariant wavelets for speckle reduction of SAR images

Johannes R. Sveinsson, Jon Atli Benediktsson, O. Hilmarsson, 1998, IGARSS '98. Sensing and Managing the Environment. 1998 IEEE International Geoscience and Remote Sensing. Symposium Proceedings. (Cat. No.98CH36174).

Decision level fusion in classification of hyperspectral data from urban areas

Johannes R. Sveinsson, Jon Atli Benediktsson, Jocelyn Chanussot, 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion

Jon Atli Benediktsson, Michalis Petrakos, Ioannis Kanellopoulos, 2001, IEEE Trans. Geosci. Remote. Sens..

Hierarchical Attention Feature Fusion-Based Network for Land Cover Change Detection With Homogeneous and Heterogeneous Remote Sensing Images

J. Benediktsson, Z. Lv, Weiwei Sun, 2023, IEEE Transactions on Geoscience and Remote Sensing.

Spatial-Contextual Information Utilization Framework for Land Cover Change Detection With Hyperspectral Remote Sensed Images

J. Benediktsson, Z. Lv, Weiwei Sun, 2023, IEEE Transactions on Geoscience and Remote Sensing.

Computational Efficiency Active Learning for classification of hyperspectral images

Jon Atli Benediktsson, Zhongyi Sun, Mingmin Chi, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Urban area product simulation for the EnMap hyperspectral sensor

Jon Atli Benediktsson, Antonio J. Plaza, Jocelyn Chanussot, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.