Lorenzo Bruzzone

Orcid: 0000-0002-6036-459X

Affiliations:
  • University of Trento, Italy


According to our database1, Lorenzo Bruzzone authored at least 600 papers between 1995 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Awards

IEEE Fellow

IEEE Fellow 2010, "For contributions to pattern recognition and image processing for remote sensing".

Timeline

Legend:

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Links

Online presence:

On csauthors.net:

Bibliography

2024
Transfer-Aware Graph U-Net with Cross-Level Interactions for PolSAR Image Semantic Segmentation.
Remote. Sens., April, 2024

Mapping and Analyzing the Spatiotemporal Patterns and Drivers of Multiple Ecosystem Services: A Case Study in the Yangtze and Yellow River Basins.
Remote. Sens., January, 2024

CrossDiff: Exploring Self-SupervisedRepresentation of Pansharpening via Cross-Predictive Diffusion Model.
IEEE Trans. Image Process., 2024

Hybrid FusionNet: A Hybrid Feature Fusion Framework for Multisource High-Resolution Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

MarsMapNet: A Novel Superpixel-Guided Multiview Feature Fusion Network for Efficient Martian Landform Mapping.
IEEE Trans. Geosci. Remote. Sens., 2024

Beyond Pixel-Level Annotation: Exploring Self-Supervised Learning for Change Detection With Image-Level Supervision.
IEEE Trans. Geosci. Remote. Sens., 2024

DRFormer: Learning Disentangled Representation for Pan-Sharpening via Mutual Information- Based Transformer.
IEEE Trans. Geosci. Remote. Sens., 2024

Local-to-Global Cross-Modal Attention-Aware Fusion for HSI-X Semantic Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2024

MixCDNet: A Lightweight Change Detection Network Mixing Features Across CNN and Transformer.
IEEE Trans. Geosci. Remote. Sens., 2024

Multiannual Change Detection in Long and Dense Satellite Image Time Series Based on Dynamic Time Warping.
IEEE Trans. Geosci. Remote. Sens., 2024

Content-Guided Spatial-Spectral Integration Network for Change Detection in HR Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Super-Resolution of Radargrams With a Generative Deep Learning Model.
IEEE Trans. Geosci. Remote. Sens., 2024

Adapting Segment Anything Model for Change Detection in VHR Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Joint Spatio-Temporal Modeling for Semantic Change Detection in Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Dual-Branch CNN Incorporating Multiscale SVD Profile for PolSAR Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

An Approach to Semantic Segmentation of Radar Sounder Data Based on Unsupervised Random Walks and User-Guided Label Propagation.
IEEE Trans. Geosci. Remote. Sens., 2024

A Novel Approach to Incomplete Multimodal Learning for Remote Sensing Data Fusion.
IEEE Trans. Geosci. Remote. Sens., 2024

ELunarDTMNet: Efficient Reconstruction of High-Resolution Lunar DTM From Single-View Orbiter Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Unsupervised CD in Satellite Image Time Series by Contrastive Learning and Feature Tracking.
IEEE Trans. Geosci. Remote. Sens., 2024

Assessing the Morphometry of Pit Craters on Venus From Orbital Synthetic Aperture Radar Data.
IEEE Trans. Geosci. Remote. Sens., 2024

Multiscale Hierarchical Losses to Preserve Hidden-Layer Features for Unsupervised Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2024

Design and Verification of a Low-Cost Multispectral Camera for Precision Agriculture Application.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Extended Semantic Edge-Aware Filtering Profile for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2024

Multiannual Change Detection Using a Weakly Supervised 3-D CNN in HR SITS.
IEEE Geosci. Remote. Sens. Lett., 2024

Multiobjective Optimization of Radar Acquisition Parameters in Flyby Scenarios of Planetary Missions.
IEEE Geosci. Remote. Sens. Lett., 2024

A Method for the Characterization of the Interior of Pits From Single Spaceborne SAR Images.
IEEE Geosci. Remote. Sens. Lett., 2024

European AI and EO convergence via a novel community-driven framework for data-intensive innovation.
Future Gener. Comput. Syst., 2024

A Transformer-Enhanced Encoder-Decoder Network For Unsupervised Heterogeneous Remote Sensing Image Change Detection.
Proceedings of the IGARSS 2024, 2024

Detecting Near-Surface Melt-Water and Basal Ice-Water Interfaces by VHF Radar Sounder Data.
Proceedings of the IGARSS 2024, 2024

A Spectrally Regulated Convolution-Based Network for Crop-Mapping with Hyperspectral Images.
Proceedings of the IGARSS 2024, 2024

Bayesian Modelling of Multi-Year Crop Type Classification Using Deep Neural Networks and Hidden Markov Models.
Proceedings of the IGARSS 2024, 2024

Exploring the Detection of Bark Beetle Attacks in Norway Spruce Forests in Sentinel-1 Image Time Series.
Proceedings of the IGARSS 2024, 2024

Radargrams as Sequences: A Method for The Semantic Segmentation of Radar Sounder Data.
Proceedings of the IGARSS 2024, 2024

Country-Scale Mapping of Forest Parameters Using Deep Learning and Tandem-X Insar Data.
Proceedings of the IGARSS 2024, 2024

Analysis of the Detectability of Lava Flow Formations on Venus by Subsurface Radar Sounding Simulations.
Proceedings of the IGARSS 2024, 2024

2023
ZeRGAN: Zero-Reference GAN for Fusion of Multispectral and Panchromatic Images.
IEEE Trans. Neural Networks Learn. Syst., November, 2023

Cost-efficient information extraction from massive remote sensing data: When weakly supervised deep learning meets remote sensing big data.
Int. J. Appl. Earth Obs. Geoinformation, June, 2023

Local and Long-Range Collaborative Learning for Remote Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

Relation Changes Matter: Cross-Temporal Difference Transformer for Change Detection in Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Spatial-Spectral Dual Back-Projection Network for Pansharpening.
IEEE Trans. Geosci. Remote. Sens., 2023

A Lightweight Transformer Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

A Unified Two-Stage Spatial and Spectral Network With Few-Shot Learning for Pansharpening.
IEEE Trans. Geosci. Remote. Sens., 2023

A Dictionary-Based Integrated Simulation Approach to Model Large- and Small-Scale Coherent Surface Scattering Phenomena in Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2023

Lightweight Attention Network for Very High-Resolution Image Semantic Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2023

A Novel Method for Hidden Natural Caves Characterization and Accessibility Assessment From Spaceborne VHR SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Analysis of Lava Tubes' Roughness and Radar Near-Nadir Regime Backscattering Properties.
IEEE Trans. Geosci. Remote. Sens., 2023

Multiyear Mapping of Water Demand at Crop Level: An End-to-End Workflow Based on High-Resolution Crop Type Maps and Meteorological Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Automated Machine Learning Driven Stacked Ensemble Modeling for Forest Aboveground Biomass Prediction Using Multitemporal Sentinel-2 Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

A Deep Learning Framework for the Estimation of Forest Height From Bistatic TanDEM-X Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

A Dual-Branch Deep Learning Architecture for Multisensor and Multitemporal Remote Sensing Semantic Segmentation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

An Attention-Enhanced Feature Fusion Network (AeF<sup>2</sup>N) for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2023

SFFGL: A Semantic Feature Fused Global Learning Framework for Multiclass Change Detection in Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2023

WIANet: A Wavelet-Inspired Attention-Based Convolution Neural Network for Land Cover Classification.
IEEE Geosci. Remote. Sens. Lett., 2023

Active Learning for Hyperspectral Image Classification Using Kernel Sparse Representation Classifiers.
IEEE Geosci. Remote. Sens. Lett., 2023

OBSUM: An object-based spatial unmixing model for spatiotemporal fusion of remote sensing images.
CoRR, 2023

Adapting Segment Anything Model for Change Detection in HR Remote Sensing Images.
CoRR, 2023

Incomplete Multimodal Learning for Remote Sensing Data Fusion.
CoRR, 2023

Bi-Directional Temporal Modelling for Semantic Change Detection in Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Refining Land-Cover Weak Labels Using a Discrete Wavelet Transform Inspired Deep Adversarial Model.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

A Multi-Feature Hyper-Temporal Change Vector Analysis Method for Change Detection in Multi-Annual Time Series of HR Satellite Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Deep Learning for Unsupervised Denoising of Radar Sounder Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Toward Open-World Semantic Segmentation of Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Advances in The Characterization of Caves From Spaceborne X-Band VHR Sar Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Potential of Deep Learning for Forest Height Estimation from Tandem-X Bistatic Insar Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

ExtremeEarth: Managing Water Availability for Crops Using Earth Observation and Machine Learning.
Proceedings of the Proceedings 26th International Conference on Extending Database Technology, 2023


2022
Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images.
IEEE Trans. Image Process., 2022

Superpixel-Level Global and Local Similarity Graph-Based Clustering for Large Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2022

GCFnet: Global Collaborative Fusion Network for Multispectral and Panchromatic Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

A System for Burned Area Detection on Multispectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2022

Better Memorization, Better Recall: A Lifelong Learning Framework for Remote Sensing Image Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

SPCNet: A Subpixel Convolution-Based Change Detection Network for Hyperspectral Images With Different Spatial Resolutions.
IEEE Trans. Geosci. Remote. Sens., 2022

RSCNet: A Residual Self-Calibrated Network for Hyperspectral Image Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

An Approach to the Assessment of Detectability of Subsurface Targets in Polar Ice From Satellite Radar Sounders.
IEEE Trans. Geosci. Remote. Sens., 2022

A Range-Doppler Method for Focusing Radar Sounder Data Generated by Coherent Electromagnetic Simulators.
IEEE Trans. Geosci. Remote. Sens., 2022

Conditioning Jovian Burst Signals for Passive Sounding Applications.
IEEE Trans. Geosci. Remote. Sens., 2022

A Nonconvex Framework for Sparse Unmixing Incorporating the Group Structure of the Spectral Library.
IEEE Trans. Geosci. Remote. Sens., 2022

A Novel Technique for Robust Training of Deep Networks With Multisource Weak Labeled Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2022

Full-Level Domain Adaptation for Building Extraction in Very-High-Resolution Optical Remote-Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Detecting Changes by Learning No Changes: Data-Enclosing-Ball Minimizing Autoencoders for One-Class Change Detection in Multispectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2022

A Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Novel Cross-Resolution Feature-Level Fusion for Joint Classification of Multispectral and Panchromatic Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Supervised Multi-Scale Attention-Guided Ship Detection in Optical Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

An Unsupervised Fuzzy System for the Automatic Detection of Candidate Lava Tubes in Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2022

A Deep Learning Architecture for Semantic Segmentation of Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2022

Looking Outside the Window: Wide-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Bi-Temporal Semantic Reasoning for the Semantic Change Detection in HR Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

A Self-Supervised Approach to Pixel-Level Change Detection in Bi-Temporal RS Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Self-Supervised SAR-Optical Data Fusion of Sentinel-1/-2 Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Self-Supervised Change Detection in Multiview Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Clutter Reduction by Estimation of Echoes Direction of Arrival in Distributed Radar Sounders in Formation Flying.
IEEE Trans. Geosci. Remote. Sens., 2022

A Novel Approach to the Detection and Imaging of Candidate Martian Subglacial Water Bodies by Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2022

Unsupervised Change Detection Using Convolutional-Autoencoder Multiresolution Features.
IEEE Trans. Geosci. Remote. Sens., 2022

Spatial and Spectral Extraction Network With Adaptive Feature Fusion for Pansharpening.
IEEE Trans. Geosci. Remote. Sens., 2022

A Scalable High-Performance Unsupervised System for Producing Large-Scale HR Land Cover Maps: The Italian Country Case Study.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Generative Feature Extraction From Sentinel 1 and 2 Data for Prediction of Forest Aboveground Biomass in the Italian Alps.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Editorial Foreword to the Special Issue on Recent Advances in Multitemporal Remote-Sensing Data Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Void-Volume-Based Stem Geometric Modeling and Branch-Knot Localization in Terrestrial Laser Scanning Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Automatic Large-Scale Precise Mapping and Monitoring of Agricultural Fields at Country Level With Sentinel-2 SITS.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

A CNN Ensemble Based on a Spectral Feature Refining Module for Hyperspectral Image Classification.
Remote. Sens., 2022

Analysis of Earth's Ionosphere Effects on Englacial Layering Detectability in Spaceborne Radar Sounders Data.
IEEE Geosci. Remote. Sens. Lett., 2022

Mono- and Dual-Regulated Contractive-Expansive-Contractive Deep Convolutional Networks for Classification of Multispectral Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2022

SIGAN: Spectral Index Generative Adversarial Network for Data Augmentation in Multispectral Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2022

Change Detection in Image Time-Series Using Unsupervised LSTM.
IEEE Geosci. Remote. Sens. Lett., 2022

A Bayesian Approach to Active Self-Paced Deep Learning for SAR Automatic Target Recognition.
IEEE Geosci. Remote. Sens. Lett., 2022

An Interactive Strategy for the Training Set Definition Based on Active Self-Paced Learning Implemented on a Cloud-Computing Platform.
IEEE Geosci. Remote. Sens. Lett., 2022

Multilayer Feature Fusion Network With Spatial Attention and Gated Mechanism for Remote Sensing Scene Classification.
IEEE Geosci. Remote. Sens. Lett., 2022

An Approach Based on Deep Learning for Tree Species Classification in LiDAR Data Acquired in Mixed Forest.
IEEE Geosci. Remote. Sens. Lett., 2022

A Triangulation-Based Technique for Tree-Top Detection in Heterogeneous Forest Structures Using High Density LiDAR Data.
IEEE Geosci. Remote. Sens. Lett., 2022

Forest Change Detection in Lidar Data Based on Polar Change Vector Analysis.
IEEE Geosci. Remote. Sens. Lett., 2022

MP-ResNet: Multipath Residual Network for the Semantic Segmentation of High-Resolution PolSAR Images.
IEEE Geosci. Remote. Sens. Lett., 2022

A Sub-Pixel Convolution-Based Residual Network for Hyperspectral Image Change Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Analysis of Surface Clutter for Subsurface Radar Sounding on Venus.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Data Augmentation Through Spectrally Controlled Adversarial Networks for Classification of Multispectral Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

A Method for Focusing Raw Simulated Radar Sounder Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

A Deep Learning Approach to Ship Detection and Characterization from Multiresolution Satellite SAR Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Asymmetric Collaborative Network: Transferable Lifelong Learning for Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

An Unsupervised Deep Learning Method for the Super-Resolution of Radar Sounder Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Unsupervised Multiclass Change Detection for Multimodal Remote Sensing Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

AN Approach Based on Contrastive Learning and Vector Quantization to the Unsupervised Land-Cover Segmentation of Multimodal Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Clutter Discrimination by Estimation of Direction of Arrival in Spaceborne Distributed Radar Sounders.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Subsurface Cavities Characterization from X-Band VHR Spaceborne SAR Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Large Scale Forest Parameter Estimation Through a Deep Learning-Based Fusion of Sentinel-2 and Tandem-X Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
Spectral-Spatial Genetic Algorithm-Based Unsupervised Band Selection for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

An Approach to the Generation and Analysis of Databases of Simulated Radar Sounder Data for Performance Prediction and Target Interpretation.
IEEE Trans. Geosci. Remote. Sens., 2021

Φ-Net: Deep Residual Learning for InSAR Parameters Estimation.
IEEE Trans. Geosci. Remote. Sens., 2021

Building Change Detection in VHR SAR Images via Unsupervised Deep Transcoding.
IEEE Trans. Geosci. Remote. Sens., 2021

Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

SemiCDNet: A Semisupervised Convolutional Neural Network for Change Detection in High Resolution Remote-Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2021

A Novel Approach to the Unsupervised Extraction of Reliable Training Samples From Thematic Products.
IEEE Trans. Geosci. Remote. Sens., 2021

A Crown Quantization-Based Approach to Tree-Species Classification Using High-Density Airborne Laser Scanning Data.
IEEE Trans. Geosci. Remote. Sens., 2021

LANet: Local Attention Embedding to Improve the Semantic Segmentation of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2021

DiResNet: Direction-Aware Residual Network for Road Extraction in VHR Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2021

ARU-Net: Reduction of Atmospheric Phase Screen in SAR Interferometry Using Attention-Based Deep Residual U-Net.
IEEE Trans. Geosci. Remote. Sens., 2021

Mars Surface Imaging by Exploiting Off-Nadir Radar Sounding Data.
IEEE Trans. Geosci. Remote. Sens., 2021

Analysis of Temporal and Structural Characteristics of Jovian Radio Emissions for Passive Radar Sounding of Jupiter's Icy Moons.
IEEE Trans. Geosci. Remote. Sens., 2021

Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain.
IEEE Trans. Geosci. Remote. Sens., 2021

TimeSen2Crop: A Million Labeled Samples Dataset of Sentinel 2 Image Time Series for Crop-Type Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A High-Performance Multispectral Adaptation GAN for Harmonizing Dense Time Series of Landsat-8 and Sentinel-2 Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A Novel Approach Based on a Hierarchical Multiresolution Analysis of Optical Time Series to Reconstruct the Daily High-Resolution Snow Cover Area.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

ExtremeEarth Meets Satellite Data From Space.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A General Framework for Change Detection Using Multimodal Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Extended convolutional capsule network with application on SAR automatic target recognition.
Signal Process., 2021

Prediction of Forest Aboveground Biomass Using Multitemporal Multispectral Remote Sensing Data.
Remote. Sens., 2021

Inter-Comparison of Methods for Chlorophyll-a Retrieval: Sentinel-2 Time-Series Analysis in Italian Lakes.
Remote. Sens., 2021

ClusterCNN: Clustering-Based Feature Learning for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2021

Semisupervised Change Detection Using Graph Convolutional Network.
IEEE Geosci. Remote. Sens. Lett., 2021

Unsupervised Deep Transfer Learning-Based Change Detection for HR Multispectral Images.
IEEE Geosci. Remote. Sens. Lett., 2021

Looking Outside the Window: Wider-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images.
CoRR, 2021

Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data.
CoRR, 2021

Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images.
CoRR, 2021

SCDNET: A novel convolutional network for semantic change detection in high resolution optical remote sensing imagery.
Int. J. Appl. Earth Obs. Geoinformation, 2021

A Fast and Robust Matching System for Multimodal Remote Sensing Image Registration.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

A Multisource Statistical Method to Downscale Snow Cover Fraction in Mountain Regions.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An Approach Based on Low Resolution Land-Cover-Maps and Domain Adaptation to Define Representative Training Sets at Large Scale.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

A Disentangled Variational Autoencoder for Prediction of Above Ground Biomass from Hyperspectral Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An Unsupervised Change Detection Approach for Dense Satellite Image Time Series Using 3D CNN.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

UWB MIMO Radars for Sounding and Imaging of Ice on the Earth and Other Celestial Bodies.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An Unsupervised Deep Learning Method for Subsurface Target Detection in Radar Sounder Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Self-Supervised Change Detection by Fusing SAR and Optical Multi-Temporal Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

STRATUS: A new mission concept for monitoring the subsurface of polar and arid regions.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An Unsupervised Change Detection Technique Based on a Super-Resolution Convolutional Autoencoder.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020
Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images.
IEEE Trans. Geosci. Remote. Sens., 2020

Learning Discriminative Embedding for Hyperspectral Image Clustering Based on Set-to-Set and Sample-to-Sample Distances.
IEEE Trans. Geosci. Remote. Sens., 2020

A Novel Framework Based on Polarimetric Change Vectors for Unsupervised Multiclass Change Detection in Dual-Pol Intensity SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2020

A Single Model CNN for Hyperspectral Image Denoising.
IEEE Trans. Geosci. Remote. Sens., 2020

Snow Cover Estimation Underneath the Clouds Based on Multitemporal Correlation Analysis in Historical Time-Series Imagery.
IEEE Trans. Geosci. Remote. Sens., 2020

A Coherent Method for Simulating Active and Passive Radar Sounding of the Jovian Icy Moons.
IEEE Trans. Geosci. Remote. Sens., 2020

Semantic Segmentation of Large-Size VHR Remote Sensing Images Using a Two-Stage Multiscale Training Architecture.
IEEE Trans. Geosci. Remote. Sens., 2020

A Method for the Analysis of Small Crop Fields in Sentinel-2 Dense Time Series.
IEEE Trans. Geosci. Remote. Sens., 2020

A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives.
IEEE Trans. Geosci. Remote. Sens., 2020

Hyperspectral Band Selection for Lithologic Discrimination and Geological Mapping.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Integrating Models and Remote Sensing Data for Distributed Glacier Mass Balance Estimation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

An Approach to Unsupervised Detection of Fully and Partially Destroyed Buildings in Multitemporal VHR SAR Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

An Approach Based on Multiobjective Genetic Algorithms to Schedule Observations in Planetary Remote Sensing Missions.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

A Novel Threshold Detection Technique for the Automatic Construction of Attribute Profiles in Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Errata to "Performance Evaluation of Phase and Weather-Based Models in Atmospheric Correction With Sentinel-1Data: Corvara Landslide in the Alps".
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Performance Evaluation of Phase and Weather-Based Models in Atmospheric Correction With Sentinel-1Data: Corvara Landslide in the Alps.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Multi-Scale Context Aggregation for Semantic Segmentation of Remote Sensing Images.
Remote. Sens., 2020

Physics-based Bathymetry and Water Quality Retrieval Using PlanetScope Imagery: Impacts of 2020 COVID-19 Lockdown and 2019 Extreme Flood in the Venice Lagoon.
Remote. Sens., 2020

Water Quality Retrieval from PRISMA Hyperspectral Images: First Experience in a Turbid Lake and Comparison with Sentinel-2.
Remote. Sens., 2020

Salient Ship Detection via Background Prior and Foreground Constraint in Remote Sensing Images.
Remote. Sens., 2020

An Unsupervised Approach to Change Detection in Built-Up Areas by Multitemporal PolSAR Images.
IEEE Geosci. Remote. Sens. Lett., 2020

MP-ResNet: Multi-path Residual Network for the Semantic segmentation of High-Resolution PolSAR Images.
CoRR, 2020

GeoFedBench: A Benchmark for Federated GeoSPARQL Query Processors.
Proceedings of the ISWC 2020 Demos and Industry Tracks: From Novel Ideas to Industrial Practice co-located with 19th International Semantic Web Conference (ISWC 2020), 2020

A Novel Approach to Unsupervised Segmentation of Multitemporal VHR Images based on Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

An Automatic Planning and Scheduling Method Based on Multi-Objective Genetic Algorithms for Planetary Radar Sounder Observations.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Large-Scale Precise Mapping of Agricultural Fields in Sentinel-2 Satellite Image Time Series.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Envision Mission to Venus: Subsurface Radar Sounding.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019
LaPS: LiDAR-assisted Placement of Wireless Sensor Networks in Forests.
ACM Trans. Sens. Networks, 2019

Extended attribute profiles on GPU applied to hyperspectral image classification.
J. Supercomput., 2019

Fast and Robust Matching for Multimodal Remote Sensing Image Registration.
IEEE Trans. Geosci. Remote. Sens., 2019

An Approach to the Simulation of Radar Sounder Radargrams Based on Geological Analogs.
IEEE Trans. Geosci. Remote. Sens., 2019

Unsupervised Deep Change Vector Analysis for Multiple-Change Detection in VHR Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Cross-Domain Collaborative Learning via Cluster Canonical Correlation Analysis and Random Walker for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Tensor Alignment Based Domain Adaptation for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Infrared Small Target Detection Based on Facet Kernel and Random Walker.
IEEE Trans. Geosci. Remote. Sens., 2019

A Novel Approach to the Unsupervised Update of Land-Cover Maps by Classification of Time Series of Multispectral Images.
IEEE Trans. Geosci. Remote. Sens., 2019

A Novel Sharpening Approach for Superresolving Multiresolution Optical Images.
IEEE Trans. Geosci. Remote. Sens., 2019

A Growth-Model-Driven Technique for Tree Stem Diameter Estimation by Using Airborne LiDAR Data.
IEEE Trans. Geosci. Remote. Sens., 2019

Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2019

A Novel Change Detection Method for Multitemporal Hyperspectral Images Based on Binary Hyperspectral Change Vectors.
IEEE Trans. Geosci. Remote. Sens., 2019

Novel Spectra-Derived Features for Empirical Retrieval of Water Quality Parameters: Demonstrations for OLI, MSI, and OLCI Sensors.
IEEE Trans. Geosci. Remote. Sens., 2019

An Automatic Method for Subglacial Lake Detection in Ice Sheet Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2019

A Local Projection-Based Approach to Individual Tree Detection and 3-D Crown Delineation in Multistoried Coniferous Forests Using High-Density Airborne LiDAR Data.
IEEE Trans. Geosci. Remote. Sens., 2019

Generation of Homogeneous VHR Time Series by Nonparametric Regression of Multisensor Bitemporal Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Distributed Radar Sounder: A Novel Concept for Subsurface Investigations Using Sensors in Formation Flight.
IEEE Trans. Geosci. Remote. Sens., 2019

Threshold-Free Attribute Profile for Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Unsupervised Change Detection in Multispectral Remote Sensing Images via Spectral-Spatial Band Expansion.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

A Novel Data Fusion Technique for Snow Cover Retrieval.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

The ASI Integrated Sounder-SAR System Operating in the UHF-VHF Bands: First Results of the 2018 Helicopter-Borne Morocco Desert Campaign.
Remote. Sens., 2019

Improving SWE Estimation by Fusion of Snow Models with Topographic and Remotely Sensed Data.
Remote. Sens., 2019

An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval.
IEEE Geosci. Remote. Sens. Lett., 2019

An Approach to Tree Detection Based on the Fusion of Multitemporal LiDAR Data.
IEEE Geosci. Remote. Sens. Lett., 2019

An Approach to Multiple Change Detection in VHR Optical Images Based on Iterative Clustering and Adaptive Thresholding.
IEEE Geosci. Remote. Sens. Lett., 2019

Improving Semantic Segmentation of Aerial Images Using Patch-based Attention.
CoRR, 2019

Efficient Convolutional Neural Network for Spectral-Spatial Hyperspectral Denoising.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

A high resolution burned area detector for Sentinel-2 and Landsat-8.
Proceedings of the 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2019

Unsupervised deep learning based change detection in Sentinel-2 images.
Proceedings of the 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2019

A Fast Method for Cloud Removal and Image Restoration on Time Series of Multispectral Images.
Proceedings of the 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2019

Automated estimation of link quality for LoRa: a remote sensing approach.
Proceedings of the 18th International Conference on Information Processing in Sensor Networks, 2019

Analysis of Subsurface Hypotheses through Simulation of Rime Radargrams Based on Available Analogous Data.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Unsupervised Multiple-Change Detection in VHR Multisensor Images Via Deep-Learning Based Adaptation.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019


Automatic Extraction of Weak Labeled Samples From Existing Thematic Products For Training Convolutional Neural Networks.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Weakly-Supervised Change Detection Technique for SAR Images Based on Deep Learning and Synthetic Training Data Generated by an Ensemble of Self-Organizing Maps.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

An Automatic Technique for Deciduous Trees Detection in High Density Lidar Data Based on Delaunay Triangulation.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Novel Approach to Snow Coverage Retrieval Under Cloud-Obscured Pixels Based on Multitemporal Correlation.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Assessing the Detection Performance on Icy Targets Acquired by an Orbiting Radar Sounder.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Deep Architecture Based on a Two-Stage Learning for Semantic Segmentation of Large-Size Remote Sensing Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Semi-Supervised Crop-Type Classification Based on Sentinel-2 NDVI Satellite Image Time Series And Phenological Parameters.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multisource Labeled Data: an Opportunity for Training Deep Learning Networks.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019


2018
A Theoretical Framework for Change Detection Based on a Compound Multiclass Statistical Model of the Difference Image.
IEEE Trans. Geosci. Remote. Sens., 2018

A Sensor-Driven Hierarchical Method for Domain Adaptation in Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2018

Multiple Kernel Learning for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

A Novel Approach to 3-D Change Detection in Multitemporal LiDAR Data Acquired in Forest Areas.
IEEE Trans. Geosci. Remote. Sens., 2018

Two-Stream Deep Architecture for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

A Deep Network Architecture for Super-Resolution-Aided Hyperspectral Image Classification With Classwise Loss.
IEEE Trans. Geosci. Remote. Sens., 2018

A Coherent Multilayer Simulator of Radargrams Acquired by Radar Sounder Instruments.
IEEE Trans. Geosci. Remote. Sens., 2018

A Multisquint Framework for Change Detection in High-Resolution Multitemporal SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2018

Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method.
IEEE Trans. Geosci. Remote. Sens., 2018

Superpixel-Based Unsupervised Band Selection for Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2018

Simultaneous and Constrained Calibration of Multiple Hyperspectral Images Through a New Generalized Empirical Line Model.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Method for Automatic Three-Dimensional Reconstruction of Ice Sheets by Using Radar Sounder and Altimeter Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Novel Technique Based on Deep Learning and a Synthetic Target Database for Classification of Urban Areas in PolSAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Foreword to the Special Issue on Analysis of Multitemporal Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Enhanced Spatially Constrained Remotely Sensed Imagery Classification Using a Fuzzy Local Double Neighborhood Information C-Means Clustering Algorithm.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Sentinel-1 and Ground-Based Sensors for Continuous Monitoring of the Corvara Landslide (South Tyrol, Italy).
Remote. Sens., 2018

Integration of PSI, MAI, and Intensity-Based Sub-Pixel Offset Tracking Results for Landslide Monitoring with X-Band Corner Reflectors - Italian Alps (Corvara).
Remote. Sens., 2018

An Approach for Unsupervised Change Detection in Multitemporal VHR Images Acquired by Different Multispectral Sensors.
Remote. Sens., 2018

Compensating Earth Ionosphere Phase Distortion in Spaceborne VHF Radar Sounders for Subsurface Investigations.
IEEE Geosci. Remote. Sens. Lett., 2018

Multisource and Multitemporal Data Fusion in Remote Sensing.
CoRR, 2018

Tensor Alignment based Domain Adaptation for Hyperspectral Image Classification.
CoRR, 2018

A Fast and Robust Matching Framework for Multimodal Remote Sensing Image Registration.
CoRR, 2018

Recent Developments from Attribute Profiles for Remote Sensing Image Classification.
CoRR, 2018

A Multivariate Change Vector Analysis System for Unsupervised Detection of Clear-Cuts in Sentinel-2 Time Series of the Indonesian Forest.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Unsupervised Multiple-Change Detection in VHR Optical Images Using Deep Features.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Novel Method Based on Source Domain Understanding and Modeling to Transfer Labels from Land-Cover Vector Maps to Classifiers for Multispectral Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Fusion of Multitemporal LiDAR Data for Individual Tree Crown Parameter Estimation on Low Density Point Clouds.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

An Unsupervised Change Detection Method for Lidar Data in Forest Areas Based on Change Vector Analysis in the Polar Domain.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Model Driven Approach for Snow Wetness Retrieval with Sentinel-l.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Unsupervised Multi-Class Change Detection in Bitemporal Multispectral Images Using Band Expansion.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Extraction of Statistical Features for Improved Automatic Detection of Subglacial Lakes in Radar Sounder Data.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Novel Data Fusion Technique for Snow Parameter Retrieval.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A New Technique for Simulating Radar Echoes from Layered Subsurface Targets.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

An Approach to Lava Tube Detection in Radar Sounder Data of the Moon.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Automatic Derivation of Cropland Phenological Parameters by Adaptive Non-Parametric Regression of Sentinel-2 Ndvi Time Series.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Noise Character Constraints on Passive Radio Sounding of Jupiter's Icy Moons Using Jovian Decametric Radiation.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Distributed Radar Sounder System: a Novel Approach to Across-Track Resolution Enhancement and Clutter Reduction.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Circular Approach to Multi-Class Change Detection in Multitemporal Sentinel-1 SAR Image Time Series.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Piecewise Linear Approximation of Vector-Valued Images and Curves via Second-Order Variational Model.
IEEE Trans. Image Process., 2017

Feature Selection Based on High Dimensional Model Representation for Hyperspectral Images.
IEEE Trans. Image Process., 2017

Robust Registration of Multimodal Remote Sensing Images Based on Structural Similarity.
IEEE Trans. Geosci. Remote. Sens., 2017

A Novel Automatic Method for the Fusion of ALS and TLS LiDAR Data for Robust Assessment of Tree Crown Structure.
IEEE Trans. Geosci. Remote. Sens., 2017

An Internal Crown Geometric Model for Conifer Species Classification With High-Density LiDAR Data.
IEEE Trans. Geosci. Remote. Sens., 2017

Segmentation-Based Fine Registration of Very High Resolution Multitemporal Images.
IEEE Trans. Geosci. Remote. Sens., 2017

An Interferometric Approach to Cross-Track Clutter Detection in Two-Channel VHF Radar Sounders.
IEEE Trans. Geosci. Remote. Sens., 2017

Automatic Enhancement and Detection of Layering in Radar Sounder Data Based on a Local Scale Hidden Markov Model and the Viterbi Algorithm.
IEEE Trans. Geosci. Remote. Sens., 2017

A Spectral-Spatial Multicriteria Active Learning Technique for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Radar Signal Penetration and Horizons Detection on Europa Through Numerical Simulations.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Multiscale Morphological Compressed Change Vector Analysis for Unsupervised Multiple Change Detection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Foreword to the Special Issue on Applied Earth Observation and Remote Sensing in India.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Discriminative Feature Metric Learning in the Affinity Propagation Model for Band Selection in Hyperspectral Images.
Remote. Sens., 2017

Class-wise dictionary learning for hyperspectral image classification.
Neurocomputing, 2017

A novel system for content based retrieval of remote sensing images based on Bag of spectral values.
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017

A novel method for unsupervised multiple Change Detection in hyperspectral images based on binary Spectral Change Vectors.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017

Spatio-temporal evolution of crop fields in Sentinel-2 Satellite Image Time Series.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017

Analysis of multitemporal Sentinel-2 images in the framework of the ESA Scientific Exploitation of Operational Missions.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017

Circular change detection in image time series inspired by two-dimensional phase unwrapping.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017

A class-wise spatial-contextual approach based on a free discontinuity model for change detection in multispectral images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fast and robust structure-based multimodal geospatial image matching.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Primitive cluster sensitive hashing for scalable content-based image retrieval in remote sensing archives.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Unsupervised change detection in built-up areas by multi-temporal polarimetric SAR images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel automatic approach to the update of land-cover maps by unsupervised classification of remote sensing images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A hierarchical approach to superresolution of multispectral images with different spatial resolutions.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel change detection method for multitemporal hyperspectral images based on a discrete representation of the change information.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel semisupervised framework for multiple change detection in hyperspectral images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A spectral-spatial multiscale approach for unsupervised multiple change detection.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Simultaneous empirical line calibration of multiple spectral images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A technique based on adaptive windows for the classification of radar sounder data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Subdominant tree detection in multi-layered forests by a local projection of airborne lidar data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel change detection framework based on deep learning for the analysis of multi-temporal polarimetric SAR images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel system for content based retrieval of multi-label remote sensing images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A novel framework for bi-temporal change detection in image time series.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Kernel-Based Domain-Invariant Feature Selection in Hyperspectral Images for Transfer Learning.
IEEE Trans. Geosci. Remote. Sens., 2016

A Hierarchical Approach to Three-Dimensional Segmentation of LiDAR Data at Single-Tree Level in a Multilayered Forest.
IEEE Trans. Geosci. Remote. Sens., 2016

Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2016

Unsupervised Multitemporal Spectral Unmixing for Detecting Multiple Changes in Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2016

Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2016

Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives.
IEEE Trans. Geosci. Remote. Sens., 2016

A Novel Hybrid Method for the Correction of the Theoretical Model Inversion in Bio/Geophysical Parameter Estimation.
IEEE Trans. Geosci. Remote. Sens., 2016

Spiking Neural Networks for Crop Yield Estimation Based on Spatiotemporal Analysis of Image Time Series.
IEEE Trans. Geosci. Remote. Sens., 2016

Foreword to the Special Issue on the 2015 IEEE International Geoscience and Remote Sensing Symposium.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Decorrelation-Separability-Based Affinity Propagation for Semisupervised Clustering of Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Spatial-dictionary for collaborative representation classification of hyperspectral images.
Multim. Tools Appl., 2016

Edge-Based Registration-Noise Estimation in VHR Multitemporal and Multisensor Images.
IEEE Geosci. Remote. Sens. Lett., 2016

Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach.
IEEE Geosci. Remote. Sens. Lett., 2016

Content based hyperspectral image retrieval using bag of endmembers image descriptors.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

A novel content based hyperspectral image retrieval system based on bag of end members.
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016

A tiling procedure for second-order variational segmentation of large size remote sensing images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A generalized statistical model for binary change detection in multispectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A data-driven identification of growth-model classes for the adaptive estimation of single-tree stem diameter in LiDAR data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A comparative study on Multiple Kernel Learning for remote sensing image classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Fusion of high and very high density LiDAR data for 3D forest change detection.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A Gaussian approach to subspace based classification of hyperspectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

An approach to conifer species classification based on crown structure modeling in high density airborne LiDAR data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Analysis of the potentiality of multi-temporal COSMO-SkyMed ® data for classifying summer crops.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

An approach to multiple Change Detection in multisensor VHR optical images based on iterative clustering.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Quad-tree based compressed histogram attribute profiles for classification of very high resolution images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Rayleigh-Rice Mixture Parameter Estimation via EM Algorithm for Change Detection in Multispectral Images.
IEEE Trans. Image Process., 2015

An Adaptive Semisupervised Approach to the Detection of User-Defined Recurrent Changes in Image Time Series.
IEEE Trans. Geosci. Remote. Sens., 2015

Hyperspectral Band Selection Based on Rough Set.
IEEE Trans. Geosci. Remote. Sens., 2015

A Three-Dimensional Model-Based Approach to the Estimation of the Tree Top Height by Fusing Low-Density LiDAR Data and Very High Resolution Optical Images.
IEEE Trans. Geosci. Remote. Sens., 2015

Semisupervised Transfer Component Analysis for Domain Adaptation in Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2015

Building Change Detection in Multitemporal Very High Resolution SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2015

Sequential Spectral Change Vector Analysis for Iteratively Discovering and Detecting Multiple Changes in Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2015

Hierarchical Unsupervised Change Detection in Multitemporal Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2015

A System for the Automatic Classification of Ice Sheet Subsurface Targets in Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2015

An Approach to Fine Coregistration Between Very High Resolution Multispectral Images Based on Registration Noise Distribution.
IEEE Trans. Geosci. Remote. Sens., 2015

Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Graph-Matching-Based Approach for Domain Adaptation in Classification of Remote Sensing Image Pair.
IEEE Trans. Geosci. Remote. Sens., 2015

Estimation of Soil Moisture in Mountain Areas Using SVR Technique Applied to Multiscale Active Radar Images at C-Band.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2015

A New Self-Training-Based Unsupervised Satellite Image Classification Technique Using Cluster Ensemble Strategy.
IEEE Geosci. Remote. Sens. Lett., 2015

A novel active learning method for content based remote sensing image retrieval.
Proceedings of the 2015 23nd Signal Processing and Communications Applications Conference (SIU), 2015

Cosmo-SkyMed and RADARSAT2 image investigation for the monitoring of agricultural areas.
Proceedings of the SAR Image Analysis, 2015

Fine co-registration of VHR images for multitemporal Urban area analysis.
Proceedings of the 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2015

Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015

A rough set based band selection technique for the analysis of hyperspectral images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A hierarchical approach to the segmentation of single dominant and dominated trees in forest areas by using high-density LiDAR data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A precise estimation of the 3D structure of the forest based on the fusion of airborne and terrestrial lidar data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

An analysis of the capabilities of COSMO-SKYMED and RADARSAT systems for agricultural area monitoring.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Multitemporal spectral unmixing for change detection in hyperspectral images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Deep feature representation for hyperspectral image classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A novel method for feature selection with random sampling HDMR and its application to hyperspectral image classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Integration of radar sounder and altimeter data for the 3D reconstruction of ice sheets.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Precise co-registration of very high resolution optical images by registration-noise estimation.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Fast and accurate image classification with histogram based features and additive kernel SVM.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

VHR time-series generation by prediction and fusion of multi-sensor images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Clutter detection using two-channel radar sounder data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A robust on-board tracking technique for spaceborne radar sounders.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Jupiter ICY moon explorer (JUICE): Advances in the design of the radar for Icy Moons (RIME).
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A cluster-based appraoch to content based time series retrieval (CBTSR).
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Estimating Low-Power Radio Signal Attenuation in Forests: A LiDAR-Based Approach.
Proceedings of the 2015 International Conference on Distributed Computing in Sensor Systems, 2015

2014
Active and Semisupervised Learning for the Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2014

A Novel SOM-SVM-Based Active Learning Technique for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2014

Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis.
IEEE Trans. Geosci. Remote. Sens., 2014

Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method.
IEEE Trans. Geosci. Remote. Sens., 2014

Concurrent Self-Organizing Maps for Supervised/Unsupervised Change Detection in Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Study on the Effectiveness of Different Independent Component Analysis Algorithms for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Foreword to the Special Issue on Pattern Recognition in Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods.
IEEE Signal Process. Mag., 2014

A Novel Technique Based on the Combination of Labeled Co-Occurrence Matrix and Variogram for the Detection of Built-up Areas in High-Resolution SAR Images.
Remote. Sens., 2014

A novel classification technique based on progressive transductive SVM learning.
Pattern Recognit. Lett., 2014

A multiple criteria active learning method for support vector regression.
Pattern Recognit., 2014

A Model-Based Technique for the Automatic Detection of Earth Continental Ice Subsurface Targets in Radar Sounder Data.
IEEE Geosci. Remote. Sens. Lett., 2014

An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning.
IEEE Geosci. Remote. Sens. Lett., 2014

Biophysical parameters estimation from remotely sensed images by a multiple criteria active learning method.
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014

Detection of specific changes in image time series by an adaptive change vector analysis.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Relevant and invariant feature selection of hyperspectral images for domain generalization.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A sensor-driven domain adaptation method for the classification of remote sensing images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Temporal and spatial soil moisture dynamics in mountain meadows by integrating Radarsat 2 images and ground data.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A novel neural approach for unsupervised change detection using SOM clustering for pseudo-training set selection followed by CSOM classifier.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Rapid and accurate damage detection in built-up areas combining stripmap and spotlight SAR images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A novel sequential spectral change vector analysis for representing and detecting multiple changes in hyperspectral images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

An ICA based approach to hyperspectral image feature reduction.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Kernel-based hashing for content-based image retrval in large remote sensing data archive.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A comparison of self-dual attribute profiles based on different filter rules for classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A novel circular approach to change detection in pair of images extracted from image time series.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Integration of Gibbs Markov Random Field and Hopfield-Type Neural Networks for Unsupervised Change Detection in Remotely Sensed Multitemporal Images.
IEEE Trans. Image Process., 2013

Classification of Time Series of Multispectral Images With Limited Training Data.
IEEE Trans. Image Process., 2013

Incremental and Decremental Affinity Propagation for Semisupervised Clustering in Multispectral Images.
IEEE Trans. Geosci. Remote. Sens., 2013

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms.
IEEE Trans. Geosci. Remote. Sens., 2013

A Novel Technique for the Automatic Detection of Surface Clutter Returns in Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2013

Automatic Detection and Reconstruction of Building Radar Footprints From Single VHR SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2013

Automatic Extraction and Analysis of Ice Layering in Radar Sounder Data.
IEEE Trans. Geosci. Remote. Sens., 2013

Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach.
IEEE Trans. Geosci. Remote. Sens., 2013

A Hierarchical Approach to Change Detection in Very High Resolution SAR Images for Surveillance Applications.
IEEE Trans. Geosci. Remote. Sens., 2013

A Novel Framework for the Design of Change-Detection Systems for Very-High-Resolution Remote Sensing Images.
Proc. IEEE, 2013

A Feature-Metric-Based Affinity Propagation Technique for Feature Selection in Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2013

Automatic Generation of Standard Deviation Attribute Profiles for Spectral-Spatial Classification of Remote Sensing Data.
IEEE Geosci. Remote. Sens. Lett., 2013

Change Detection in VHR Images Based on Morphological Attribute Profiles.
IEEE Geosci. Remote. Sens. Lett., 2013

Supervised change detection in VHR images using contextual information and support vector machines.
Int. J. Appl. Earth Obs. Geoinformation, 2013

A comparative study of different ICA algorithms for hyperspectral image analysis.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

A novel technique for tree stem height estimation by fusing low density LiDAR data and optical images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Detection of changed buildings in multitemporal Very High Resolution SAR images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

A novel multitemporal detector for primitive extraction from VHR SAR images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

A novel hierarchical method for change detection in multitemporal hyperspectral images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Automatic classification of subsurface features in radar sounder data acquired in icy areas.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Sequential cascade classification of image time series by exploiting multiple pairwise change detection.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

An effective active learning method for interactive content-based retrieval in remote sensing images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013


A 4-dimensional approach to image time series visualization and analysis.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Investigating Feature Extraction for Domain Adaptation in Remote Sensing Image Classification.
Proceedings of the ICPRAM 2013, 2013

2012
Active Learning for Domain Adaptation in the Supervised Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2012

Analysis of Radar Sounder Signals for the Automatic Detection and Characterization of Subsurface Features.
IEEE Trans. Geosci. Remote. Sens., 2012

Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification.
IEEE Trans. Geosci. Remote. Sens., 2012

A Framework for Automatic and Unsupervised Detection of Multiple Changes in Multitemporal Images.
IEEE Trans. Geosci. Remote. Sens., 2012

A Novel Domain Adaptation Bayesian Classifier for Updating Land-Cover Maps With Class Differences in Source and Target Domains.
IEEE Trans. Geosci. Remote. Sens., 2012

Multi-Objective Parameter Optimization in Support Vector Regression: General Formulation and Application to the Retrieval of Soil Moisture From Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

A cluster-assumption based batch mode active learning technique.
Pattern Recognit. Lett., 2012

A Batch-Mode Active Learning Technique Based on Multiple Uncertainty for SVM Classifier.
IEEE Geosci. Remote. Sens. Lett., 2012

Classification of Remote Sensing Optical and LiDAR Data Using Extended Attribute Profiles.
IEEE J. Sel. Top. Signal Process., 2012

A semisupervised feature metric based band selection method for hyperspectral image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Unsupervised hierarchical spectral analysis for change detection in hyperspectral images.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Freight traffic surveillance in VHR SAR images by multiscale information extraction.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images.
Proceedings of the 20th Signal Processing and Communications Applications Conference, 2012

Mapping spatial and temporal patterns of soil moisture with ASAR imagery in the Alps.
Proceedings of the SAR Image Analysis, 2012

Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel supervised feature selection technique based on genetic algorithms.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel SOM-based active learning technique for classification of remote sensing images with SVM.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Integration of X-band SAR and optical thermal data for retrieving snowpack parameters in mountain areas.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Semisupervised nonlinear feature extraction for image classification.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A technique for the automatic estimation of ice thickness and bedrock properties from radar sounder data acquired at Antarctica.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Discovering single classes in remote sensing images with active learning.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel method for automatic clutter detection in radargrams acquired by orbiting radar sounders.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Target-driven change detection based on data transformation and similarity measures.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel system for classification of image time series with limited ground reference data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel hierarchical approach to change detection with very high resolution SAR images for surveillance applications.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
A Fast Cluster-Assumption Based Active-Learning Technique for Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2011

Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2011

A System for the Estimation of Single-Tree Stem Diameter and Volume Using Multireturn LIDAR Data.
IEEE Trans. Geosci. Remote. Sens., 2011

Introduction to the Special Section on the Fifth International Workshop on Multi-temporal Imagery Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011

Subsurface Radar Sounding of the Jovian Moon Ganymede.
Proc. IEEE, 2011

Estimating Soil Moisture With the Support Vector Regression Technique.
IEEE Geosci. Remote. Sens. Lett., 2011

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis.
IEEE Geosci. Remote. Sens. Lett., 2011

On the Relationship Between Double Bounce and the Orientation of Buildings in VHR SAR Images.
IEEE Geosci. Remote. Sens. Lett., 2011

Radar Imaging Simulation for Urban Structures.
IEEE Geosci. Remote. Sens. Lett., 2011

Introduction to the Issue on Advances in Remote Sensing Image Processing.
IEEE J. Sel. Top. Signal Process., 2011

Tree species classification in the Southern Alps with very high geometrical resolution multispectral and hyperspectral data.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Comparison of L and C band polarimetric SAR data for the retrieval of soil moisture in the Alps.
Proceedings of the SAR Image Analysis, 2011

Self-dual Attribute Profiles for the Analysis of Remote Sensing Images.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

A novel active learning strategy for domain adaptation in the classification of remote sensing images.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Spatial and temporal mapping of soil moisture content with polarimetric RADARSAT 2 SAR imagery in the Alpine area.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A novel hybrid approach to the estimation of biophysical parameters from remotely sensed data.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A general approach to the spatial simplification of remote sensing images based on morphological connected filters.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A novel approach to the automatic detection of subsurface features in planetary radar sounder signals.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Detection of land-cover transitions in multitemporal images with active-learning based compound classification.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A semantic-based multilevel approach to change detection in very high geometrical resolution multitemporal images.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

An adaptive thresholding approach to multiple-change detection in multispectral images.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2010
A Context-Sensitive Technique Robust to Registration Noise for Change Detection in VHR Multispectral Images.
IEEE Trans. Image Process., 2010

A Novel Technique for Subpixel Image Classification Based on Support Vector Machine.
IEEE Trans. Image Process., 2010

A Fuzzy-Statistics-Based Affinity Propagation Technique for Clustering in Multispectral Images.
IEEE Trans. Geosci. Remote. Sens., 2010

A Novel Protocol for Accuracy Assessment in Classification of Very High Resolution Images.
IEEE Trans. Geosci. Remote. Sens., 2010

Morphological Attribute Profiles for the Analysis of Very High Resolution Images.
IEEE Trans. Geosci. Remote. Sens., 2010

Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2010

Mean Map Kernel Methods for Semisupervised Cloud Classification.
IEEE Trans. Geosci. Remote. Sens., 2010

Building Height Retrieval From VHR SAR Imagery Based on an Iterative Simulation and Matching Technique.
IEEE Trans. Geosci. Remote. Sens., 2010

Earthquake Damage Assessment of Buildings Using VHR Optical and SAR Imagery.
IEEE Trans. Geosci. Remote. Sens., 2010

A support vector domain method for change detection in multitemporal images.
Pattern Recognit. Lett., 2010

Pattern Recognition in Remote Sensing.
Pattern Recognit. Lett., 2010

Domain Adaptation Problems: A DASVM Classification Technique and a Circular Validation Strategy.
IEEE Trans. Pattern Anal. Mach. Intell., 2010

Analysis of the Effects of Pansharpening in Change Detection on VHR Images.
IEEE Geosci. Remote. Sens. Lett., 2010

Neuro-fuzzy-combiner: an effective multiple classifier system.
Int. J. Knowl. Eng. Soft Data Paradigms, 2010

Classification of hyperspectral images by using morphological attribute filters and Independent Component Analysis.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Analysis of polarimetric RADARSAT2 images for soil moisture retrieval in an alpine catchment.
Proceedings of the SAR Image Analysis, 2010

Multiobjective model selection for non-linear regression techniques.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniques.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A registration-noise driven technique for the alignment of VHR remote sensing images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Building detection and radar footprint reconstruction from single VHR SAR images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Recent trends in classification of remote sensing data: active and semisupervised machine learning paradigms.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A conceptual framework for change detection in very high resolution remote sensing images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Change detection for earthquake damage assessment in built-up areas using very high resolution optical and SAR imagery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A nearly lossless 2d representation and characterization of change information in multispectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009
Guest Editorial.
IEEE Trans. Geosci. Remote. Sens., 2009

A Novel Approach to the Selection of Spatially Invariant Features for the Classification of Hyperspectral Images With Improved Generalization Capability.
IEEE Trans. Geosci. Remote. Sens., 2009

A Novel Context-Sensitive Semisupervised SVM Classifier Robust to Mislabeled Training Samples.
IEEE Trans. Geosci. Remote. Sens., 2009

Toward the Automatic Updating of Land-Cover Maps by a Domain-Adaptation SVM Classifier and a Circular Validation Strategy.
IEEE Trans. Geosci. Remote. Sens., 2009

Analysis and Adaptive Estimation of the Registration Noise Distribution in Multitemporal VHR Images.
IEEE Trans. Geosci. Remote. Sens., 2009

Classification of Hyperspectral Images With Regularized Linear Discriminant Analysis.
IEEE Trans. Geosci. Remote. Sens., 2009

Analysis on the Use of Multiple Returns LiDAR Data for the Estimation of Tree Stems Volume.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2009

Distributed Geospatial Data Processing Functionality to Support Collaborative and Rapid Emergency Response.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2009

A Composite Semisupervised SVM for Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2009

A Novel Approach to the Selection of Spatially Invariant Features for Classification of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Morphological Attribute Filters for the Analysis of Very High Resolution Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

ICA and Kernel ICA for Change Detection in Multispectral Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Fusion of Hyperspectral and Lidar Remote Sensing Data for the Estimation of Tree Stem Diameters.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Active Learning for Classification of Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

An Adaptive Multiscale Random Field Technique for Unsupervised Change Detection in VHR Multitemporal Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

2008
Multidimensional Probability Density Function Matching for Preprocessing of Multitemporal Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2008

Fusion of Hyperspectral and LIDAR Remote Sensing Data for Classification of Complex Forest Areas.
IEEE Trans. Geosci. Remote. Sens., 2008

A Novel Approach to Unsupervised Change Detection Based on a Semisupervised SVM and a Similarity Measure.
IEEE Trans. Geosci. Remote. Sens., 2008

An Automatic System for the Analysis and Classification of Human Atrial Fibrillation Patterns from Intracardiac Electrograms.
IEEE Trans. Biomed. Eng., 2008

A Context-Sensitive Clustering Technique Based on Graph-Cut Initialization and Expectation-Maximization Algorithm.
IEEE Geosci. Remote. Sens. Lett., 2008

An Unsupervised Technique Based on Morphological Filters for Change Detection in Very High Resolution Images.
IEEE Geosci. Remote. Sens. Lett., 2008

Semi-Supervised Remote Sensing Image Classification based on Clustering and the Mean Map Kernel.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

A Novel Approach to the Selection of Robust and Invariant Features for Classification of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

A Novel Protocol for Accuracy Assessment in Classification of Very High Resolution Multispectral and SAR Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Extraction of Building Heights from VHR SAR Imagery using an Iterative Simulation and Match Procedure.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

A Context-Sensitive Technique Robust to Registration Noise for Change Detection in Very High Resolution Multispectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

An Adaptive Technique based on Similarity Measures for Change Detection in Very High Resolution SAR Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

2007
A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2007

A Context-Sensitive Technique for Unsupervised Change Detection Based on Hopfield-Type Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2007

Introduction to the Special Section on Image Information Mining for Earth Observation Data.
IEEE Trans. Geosci. Remote. Sens., 2007

Semisupervised Classification of Hyperspectral Images by SVMs Optimized in the Primal.
IEEE Trans. Geosci. Remote. Sens., 2007

A Split-Based Approach to Unsupervised Change Detection in Large-Size Multitemporal Images: Application to Tsunami-Damage Assessment.
IEEE Trans. Geosci. Remote. Sens., 2007

A Theoretical Framework for Unsupervised Change Detection Based on Change Vector Analysis in the Polar Domain.
IEEE Trans. Geosci. Remote. Sens., 2007

Image thresholding based on the EM algorithm and the generalized Gaussian distribution.
Pattern Recognit., 2007

A Multiscale Change Detection Technique Robust to Registration Noise.
Proceedings of the Pattern Recognition and Machine Intelligence, 2007

Partially-supervised updating of land-cover maps: A P<sup>2</sup>S<sup>2</sup>VM technique and a circular validation strategy.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Classification of hyperspectral data by continuation semi-supervised SVM.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Fusion of spectral and spatial information by a novel SVM classification technique.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Building characterisation in VHR SAR data acquired under controlled EMSL conditions.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

An unsupervised change detection technique based on Bayesian initialization and semisupervised SVM.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006
A multiscale expectation-maximization semisupervised classifier suitable for badly posed image classification.
IEEE Trans. Image Process., 2006

A Model-Based Approach to Multiresolution Fusion in Remotely Sensed Images.
IEEE Trans. Geosci. Remote. Sens., 2006

A Novel Transductive SVM for Semisupervised Classification of Remote-Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2006

A Multilevel Context-Based System for Classification of Very High Spatial Resolution Images.
IEEE Trans. Geosci. Remote. Sens., 2006

Automatic Spectral Rule-Based Preliminary Mapping of Calibrated Landsat TM and ETM+ Images.
IEEE Trans. Geosci. Remote. Sens., 2006

Badly posed classification of remotely sensed images-an experimental comparison of existing data labeling systems.
IEEE Trans. Geosci. Remote. Sens., 2006

An ensemble-driven <i>k</i>-NN approach to ill-posed classification problems.
Pattern Recognit. Lett., 2006

Robust support vector regression for biophysical variable estimation from remotely sensed images.
IEEE Geosci. Remote. Sens. Lett., 2006

Automatic identification of the number and values of decision thresholds in the log-ratio image for change detection in SAR images.
IEEE Geosci. Remote. Sens. Lett., 2006

Advanced Processing of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

A Novel Context-Sensitive SVM for Classification of Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

A Novel Theoretical Framework for Unsupervised Change Detection Based on CVA in Polar Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Remote Sensing Image Classification: A Neuro-fuzzy MCS Approach.
Proceedings of the Computer Vision, Graphics and Image Processing, 5th Indian Conference, 2006

Neuro-Fuzzy Fusion: A New Approach to Multiple Classifier System.
Proceedings of the 9th International Conference in Information Technology, 2006

2005
Kernel-based methods for hyperspectral image classification.
IEEE Trans. Geosci. Remote. Sens., 2005

Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data.
IEEE Trans. Geosci. Remote. Sens., 2005

A detail-preserving scale-driven approach to change detection in multitemporal SAR images.
IEEE Trans. Geosci. Remote. Sens., 2005

An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images.
IEEE Trans. Geosci. Remote. Sens., 2005

Quality assessment of classification and cluster maps without ground truth knowledge.
IEEE Trans. Geosci. Remote. Sens., 2005

A context-sensitive Bayesian technique for the partially supervised classification of multitemporal images.
IEEE Geosci. Remote. Sens. Lett., 2005

A semilabeled-sample-driven bagging technique for ill-posed classification problems.
IEEE Geosci. Remote. Sens. Lett., 2005

Unsupervised Classification of Remote Sensing Data Using Graph Cut-Based Initialization.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A Novel T<sup>2</sup>-SVM for Partially Supervised Classification.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A Context-Sensitive Technique Based on Support Vector Machines for Image Classification.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A novel T<sup>2</sup>-SVM for partially supervised classification of multitemporal remote sensing images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Transductive SVMs for semisupervised classification of hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

A multilevel parcel-based approach to change detection in very high resolution multitemporal images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

An adaptive multiscale approach to unsupervised change detection in multitemporal SAR images.
Proceedings of the 2005 International Conference on Image Processing, 2005

2004
Classification of hyperspectral remote sensing images with support vector machines.
IEEE Trans. Geosci. Remote. Sens., 2004

An advanced system for the automatic classification of multitemporal SAR images.
IEEE Trans. Geosci. Remote. Sens., 2004

Detection of land-cover transitions by combining multidate classifiers.
Pattern Recognit. Lett., 2004

Estimation of biophysical parameters from optical remote-sensing images with high-order residues.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

2003
Foreword special issue on analysis of multitemporal remote sensing images.
IEEE Trans. Geosci. Remote. Sens., 2003

An adaptive approach to reducing registration noise effects in unsupervised change detection.
IEEE Trans. Geosci. Remote. Sens., 2003

Forest environmental reporting services.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

A residual-based technique for the estimation of biophysical parameters from remote-sensing images.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

An advanced classification system based on the back-propagation of consensus.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

A data fusion approach to unsupervised change detection.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

2002
An adaptive semiparametric and context-based approach to unsupervised change detection in multitemporal remote-sensing images.
IEEE Trans. Image Process., 2002

A multiple-cascade-classifier system for a robust and partially unsupervised updating of land-cover maps.
IEEE Trans. Geosci. Remote. Sens., 2002

A partially unsupervised cascade classifier for the analysis of multitemporal remote-sensing images.
Pattern Recognit. Lett., 2002

Image fusion techniques for remote sensing applications.
Inf. Fusion, 2002

Combining parametric and non-parametric algorithms for a partially unsupervised classification of multitemporal remote-sensing images.
Inf. Fusion, 2002

Support vector machines for classification of hyperspectral remote-sensing images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

An unsupervised change detection technique robust to registration noise.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

2001
A new search algorithm for feature selection in hyperspectral remote sensing images.
IEEE Trans. Geosci. Remote. Sens., 2001

Unsupervised retraining of a maximum likelihood classifier for the analysis of multitemporal remote sensing images.
IEEE Trans. Geosci. Remote. Sens., 2001

A Robust Multiple Classifier System for a Partially Unsupervised Updating of Land-Cover Maps.
Proceedings of the Multiple Classifier Systems, Second International Workshop, 2001

2000
Automatic analysis of the difference image for unsupervised change detection.
IEEE Trans. Geosci. Remote. Sens., 2000

An approach to feature selection and classification of remote sensing images based on the Bayes rule for minimum cost.
IEEE Trans. Geosci. Remote. Sens., 2000

Combination of neural and statistical algorithms for supervised classification of remote-sensing image.
Pattern Recognit. Lett., 2000

Combining Parametric and Nonparametric Classifiers for an Unsupervised Updating of Land-Cover Maps.
Proceedings of the Multiple Classifier Systems, First International Workshop, 2000

1999
A neural-statistical approach to multitemporal and multisource remote-sensing image classification.
IEEE Trans. Geosci. Remote. Sens., 1999

A technique for the selection of kernel-function parameters in RBF neural networks for classification of remote-sensing images.
IEEE Trans. Geosci. Remote. Sens., 1999

An incremental-learning neural network for the classification of remote-sensing images.
Pattern Recognit. Lett., 1999

An MRF Approach to Unsupervised Change Detection.
Proceedings of the 1999 International Conference on Image Processing, 1999

1998
Structured neural networks for signal classification.
Signal Process., 1998

A simple upper bound to the Bayes error probability for feature selection.
Kybernetika, 1998

1997
An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images.
IEEE Trans. Geosci. Remote. Sens., 1997

Classification of imbalanced remote-sensing data by neural networks.
Pattern Recognit. Lett., 1997

1996
An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images.
Pattern Recognit. Lett., 1996

Classification of multisensor remote-sensing images by multiple structured neural networks.
Proceedings of the 13th International Conference on Pattern Recognition, 1996

Classification of multispectral remote-sensing images by neural networks.
Proceedings of the 8th European Signal Processing Conference, 1996

1995
An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection.
IEEE Trans. Geosci. Remote. Sens., 1995

Crack Detection by a Measure of Texture Anisotropy.
Proceedings of the Image Analysis and Processing, 8th International Conference, 1995


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