NDLI: Multisource Data Classification using a Hybrid Semi-Supervised Learning Scheme

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2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

2014 IEEE Geoscience and Remote Sensing Symposium

2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS

2012 IEEE International Geoscience and Remote Sensing Symposium

2011 IEEE International Geoscience and Remote Sensing Symposium

2010 IEEE International Geoscience and Remote Sensing Symposium

2009 IEEE International Geoscience and Remote Sensing Symposium

IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium

Volume 5 - 2008

Volume 4 - 2008

Volume 3 - 2008

2008 IEEE International Geoscience & Remote Sensing Symposium

Senior Advisory Committee

Technical Program Committee

Greetings from GRSS President

General Chairs' Welcome

Technical program overview

Table of contents

The Soil Moisture Active/Passive Mission (SMAP)

Deformation, Ecosystem Structure, and Dynamics of Ice (DESDynI)

The NRC Decadal Survey Climate Absolute Radiance and Refractivitiy Observatory: NASA Implementation

Space-Frequency Ultrawideband Time-Reversal Imaging Method as Applied to Subsurface Objects

Recent Advances in RP-POL-In-SAR Hazard Monitoring of Tectonic Stress and Land-Slides

A Land-Cover Monitoring for Volcanoes by using ALOS-PALSAR Quad-Pol. Data

River Ice Mapping from PolSAR Images

GB-SAR/PiSAR simultaneous experiment for a trial of flood area detection

Scientific Preparations for CoRe-H2O, a Dual Frequency SAR Mission for Snow and Ice Observations

POLSCAT Ku-band Radar Remote Sensing of Terrestrial Snow Cover

Modeling Active Microwave Remote Sensing of Multilayer Dry Snow using Dense Media Radiative Transfer Theory

Development of a Parameterized Snow Scattering Model

Landslide Susceptibility Mapping using Remotely Sensed Soil Moisture

A New Approach to Liquefaction Potential Mapping using Satellite Remote Sensing and Support Vector Machine Algorithm

Remote Sensing Retrieval of Substrate Bearing Strength from Hyperspectral Imagery at the Virginia Coast Reserve (VCR'07) Multi-Sensor Campaign

Weibull Distribution for the Global Surface Current Speeds Obtained from Satellite Altimetry

Paris Altimetry Precision Prediction with Galileo Signals-in-Space

Altika Instrument for Space Altimetry with Improved Performances and Ocean Sampling : Development Status and First Test Results

Space Altimetry from Nano-Satellites : Payload Feasibility, Missions and System Performances

Classification of Altimetric Signals using Linear Discriminant Analysis

Wavelet-Based Multispectral Image Restoration

Estimating Dimensionality of Hyperspectral Data Using False Neighbour Method

Comparing Sampling Methods in Faster Computation of Non-Negative Tensor Factorization of Spectral Images

Principal Component Analysis in Multiple Description Coding of Spectral Images

A novel technique for hyperspectral signal subspace estimation in target detection applications

TerraSAR-X: Complex Image Inversion for Feature Extraction

Automatic Extraction of Water Bodies from TerraSAR-X Data

Determening the optimum compromise between SAR data compression and radiometric performance -An approach based on the analysis of TerraSAR -X data-

TanDEM-X: DEM Calibration Concept

TanDEM-X DEM Calibration and Processing Experiments with E-SAR

Global Daily Atmospheric State Profiles from the Atmospheric Infrared Sounder

OSS Radiative Transfer Method Performance in Real Time Atmosphere Characterization from Satellite Sounding and Imaging Data

Impact of MODTRAN®5.1 on Atmospheric Compensation

Improvements in Aerosol Retrieval for Atmospheric Correction

Automatic Forest Species Classification using Combined LIDAR Data and Optical Imagery

Detecting Urban Vegetation Using a Object-oriented Method with QuickBird Imagery

Comparison of Winter Wheat Classification using Multi-Temporal IRS-P6 Images

Estimation of Directional Vegetation Fraction Cover from TOA Spectral Data of AATSR

A Context-Sensitive Technique Robust to Registration Noise for Change Detection in Very High Resolution Multispectral Images

Change Detection with Misregistration Errors

An Adaptive Technique based on Similarity Measures for Change Detection in Very High Resolution SAR Images

On the Use of a New Additive Kernel for Change Detection using SVM

A DCT-based Change Detection Method for Multi-Temporal SAR Images

Neural Network Algorithms for Ozone Profile Retrieval from ESA-Envisat SCIAMACHY and NASA-Aura OMI Satellite Data

Joint Temperature and Nitrogen Dioxide Vertical Profiles from UV/VIS Satellite Data for Air Pollution Monitoring from Space

Combining CALIPSO and Meteosat Images to Study the Distribution of Atmospheric Dust

Multi-Doppler Measurements of Atmospheric Rotors and Turbulent Mountain Waves

The Time Series of Terra and Aqua MODIS Near-IR Water Vapor Products

Near Surface Features by TDEM Imaging

Linear Inversion of PEC Scatterers

Understanding the Distribution of Groundwater Resources using Synthetic Aperture Radar Data over Southwest Egypt

InSAR Monitoring of Landslides in Canada

Dual Polarization Detection of Ships and Icebergs - Recent Results with ENVISAT ASAR and Data Simulations of RADARSAT-2

A Real-Aperture Radar for Ground-Based Differential Interferometry

Development of SAR-Based Snow-Covered Area Estimation Method for Borel Forest Zone

Impact of Vegetation in the Retrieval of Snow Parameters from Backscattering Measurements at the X- and Ku-bands

Airborne Measurement of Snow Thickness over Sea Ice

On the Disaggregation of Passive Microwave Soil Moisture Data using a Priori Knowledge of Temporally Persistent Soil Moisture Fields

Downscaling of Global Soil Moisture using Auxiliary Data

Surface Heterogeneity Issues in Remote Sensing of Soil Moisture

Bayesian Estimation of Altimeter Echo Parameters

Theoretical Model of SAR Altimeter over Water Surfaces

Linking Surface and Sub-Surface Variability in Drake Passage

Minimum Volume Simplex Analysis: A Fast Algorithm to Unmix Hyperspectral Data

Automatic Approaches to On-Land/On-Board Filtering and Lossy Compression of AVIRIS Images

A New Linear Mixture Model for Hyperspectral Image Analysis

Hyperspectral Classification Fusion for Classifying Different Military Targets

Destriping MODIS Data based on Surface Spectral Correlation

Multistatic Scenarios for a GPS SAR System

Reflectivity and DEM Estimation from Multi-baseline Complex SAR Signals

Smart Multi-Aperture Radar Techniques for Spaceborne Remote Sensing

GMTI Performance of a High Resolution Wide Swath SAR Operation Mode

A New Method for Temperature/Emissivity Separation from Hyperspectral Thermal Infrared Data

A Generic Flight Interferometer for Hyperspectral Atmospheric Sounding from GEO Orbit

Comparison of Split-Window and Single-Channel Methods for Land Surface Temperature Retrieval from MODIS and AATSR Data

Mapping Aboveground Forest Biomass from Ikonos Satellite Image and Multi-Source Geospatial Data using Neural Networks and a Kriging Interpolation

PolInSAR for Forest Biomass Retrieval: PALSAR Observations and Model Analysis

Extracting Savanna Tree Structure Parameters from Multi-Angular Remote Sensing

Tree Density Detection using Spectral Unmixing without known Target Spectra

Satellite Data Fusion Techniques for Terrain and Surficial Geological Mapping

Applying Smoothing Curves to AVHRR and MODIS Satellite Imagery to Detect the Onset of Spring in the Midwest and Northeast United States

An Evaluation of Ecotope Classification using Superresolution Images Derived from Chris/Proba Data

Morphological Segmentation of Multispectral Images for Land Cover Mapping

The U.S. Department of Energy's Atmospheric Radiation Measurement Climate Research Facilities on the North Slope of Alaska

A Semi-Decadal Multi-Sensor Gridded Data Record of Outgoing Longwave Radiation (OLR) from Aqua

A Baseline for the Decadal-Survey PATH Mission

Investments in Remote Sensing Instrument Technologies

Pathfinder Advanced Radar Ice Sounder: PARIS

A Multi-Functional Fiber Laser Lidar for Earth Science & Exploration

High-Altitude Imaging Wind and Rain Airborne Radar (HIWRAP)

Passive A-Band Wind Sounder (PAWS) for Measuring Tropospheric Wind Velocity

XRD and Infrared Spectroscopic Validation of Weathering Surfaces from Ultramafic and Mafic Lithologies Examined using Hyperspectral Imagery, Cross Lake Area, Cape Smith Belt, Northern Quebec, Canada

Mapping Rock-Forming Minerals at Daylight Pass, Death Valley National Park, California, using SEBASS Thermal-Infrared Hyperspectral Image Data

MODIS Borne Analysis of Long Series of Radiant Fluxes at Active Lava Lakes

SEVIRI Onboard Meteosat Second Generation, and the Quantitative Monitoring of Effusive Volcanoes in Europe and Africa

Contribution of Multi-Frequency, Multi-Sensor, and Multi-Temporal Radar Data to Operational Annual Crop Mapping

An Approach for Mapping Frozen Soil of Agricultural Land under Snow Cover using RADARSAT-1 and RADARSAT-2

Simultaneous field experiments with PALSAR observations for soil moisture estimation

Analysis and Surface Parameter Retrieval from Multitemporal Airborne and Satellite Data During AGRISAR 2006

Analysis of Polarimetric Surface Scattering in High Resolution SAR

Estimating Snow Characteristics with Multifrequency Microwave Radiometry

Results from Microwave Radiometer Campaign of Seasonal Snow and Comparison with Emission Models

Subpixel Temperature Estimation from Low Resolution Thermal Infrared Remote Sensing

Research on the Scale Effect of the Evapotranspiration Retrieved by Satellite Sensors

Improving the Spatial Resolution of Synthetic Aperture Radiometer Imagery using Auxiliary Information: Application to the Smos Mission

Monotonicity of Area Averaged NDVI as a Function of Spatial Resolution based on a Variable Endmember Linear Mixture Model

Reprocessing Altimeter Data Records along European Coasts: Lessons Learned from the Alticore Project

Coastal Sea Surface Heights from Improved Altimeter Data

Four-Dimensional Variational Assimilation of Satellite Temperature and Sea Level Data in the Coastal Ocean and Adjacent Deep Sea

Multi-Scale Segmentation and Optimized Computation of Spatial Reasoning Graphs for Object Detection in Remote Sensing Images

A Generic Framework for Disparity Map Estimation between Multi-Sensor Remote Sensing Images

A Fusion Method for Mixed Pixels based on Classification of Panchromatic Image

Multisource Image Classification Based on Parallel Minimum Classification Error Learning

Objective Evaluation of Remote Sensing Image Fusion based on the Singular Value Decomposition

Bistatic spaceborne-airborne experiment TerraSAR-X/F-SAR: data processing and results

Optimizing the Individual Azimuth Contribution of Transmitter and Receiver Phase terms in Loffeld's Bistatic Formula (LBF) for Bistatic SAR Processing

GPS/INS Integration for Footprint Chasing in Bistatic SAR Experiments

A new bistatic-based sparse linear array 3D imaging SAR model

Using Icebox to View and Explore Satellite Images of the Gulf of Maine

PolSARpro v3.3: The Educational Toolbox for Polarimetric and Interferometric Polarimetric SAR Data Processing

Leaf Area Index Estimation using Lidar and Forest Reflectance Modelling of Airborne Hyperspectral Data

Refining a Hyperspectral and Multi-Angle Measurement Concept for Vegetation Structure Assessment

Spatial Classification of Hyperspectral Data of Dune Vegetation along the Belgian Coast

Evaluating the Seasonality of Remote Sensing Indicators of System State for Eucalyptus Grandis Growing on Different Site Qualities

The Integraton of Graph-Based Knowledge Discovery with Image Segmentation Hierarchies for Data Analysis, Data Mining and Knowledge Discovery

An Application of Graph Commute Times to Image Indexing

Rapid Damage Assessment from High Resolution Imagery

Ontology Driven Content Mining and Semantic Queries for Satellite Image Databases

Construction of Satellite Derived PM2.5 Maps using the Relationship between AOD and PM2.5 at the Cabauw Experimental Site for Atmospheric Research (CESAR) - The Netherlands

An Evaluation of the GOES-R ABI Aerosol Retrieval Algorithm

Comparison Study between MODIS Terra and Aqua using Level-2 Aerosol Product for AOT Retrieval over Ocean

Laser Sounder for Global Measufrement of Co2 Concentrations in the Troposhpere

Tropospheric Infrared Mapping Spectrometers (TIMS) to Provide Measurements with much Improved Vertical, Temporal and Spatial Resolution in the Lower Troposphere

Calibration and performance validation of optical elements in a photoelastic modulator-based polarimetric camera

InSAR Monitoring of Permafrost Activity in the Lower Mackenzie Valley, Canada

Automatic Retrieval of Tectonic Parameters with Neural Networks and Sar Interferometry: An Assessment with Experimental Data

InSAR Phase Unwrapping based on a Combination of Markov Random Fields and Hypergeometric Phase Pdf Models

Classification of Wheat Crops from ASAR Data

Soil Moisture Estimation in time with D-InSAR

Small Temporal Baseline Subset (STBAS): A New InSAR Technique for Multi-Temporal Monitoring Wetland's Water Level Changes

Microwave Scattering Profiles of a Rice Sample by Means of Polarization Coherence Tomography

Comparison between Multitemporal and Polarimetric SAR Data for Land Cover Classification

A Method to Determine the Appropriate Spatial Resolution Required for Monitoring Crop Growth in a given Agricultural Landscape

Solar Radiance Estimation by Means of MeteoSat 2nd Generation and Neural Processing: A Vineyard Precision Farming Case

Estimation of Plant Chlorophyll using Hyperspectral Observations and Radiative Transfer Models: Spectral Indices Sensitivity and Crop-Type Effects

Investigating ocean altimeter data and applications in the Gulf of Maine

Monitoring Sea Level by Radar Altimeter and CGPS in the North-Western Mediterranean

Deliniation of Slope Units based on Scale and Resolution Invariant 3D Curvature Extraction

Flood Forecasting and Risk Maping using a Web-based Spatial Decision Support Services Approach

Mining of Remote Sensing Image Archives using Spatial Relationship Histograms

Vegetation Phenology Metrics Derived from Temporally Smoothed and Gap-Filled MODIS Data

Analysis and Processing of Spaceborne/Airborne Bistatic SAR Data

Back and Forward Bistatic Interferometry

Polarimetric BISAR Image Simulation and Analysis

Airborne Bistatic SAR Receiver with the Capability of Use Different Opportunity Transmitters

Second-Order Motion Compensation in Bistatic Airborne SAR based on the Windowed Fourier-Transformation

Maintaining Data Records: Practical Decisions Required For Data Set Prioritization, Preservation, and Access

Contributions from Remote Sensing to Policy Development Related to Genetically Modified Crops in US Agriculture

The SIGRIS Project: A Remote Sensing System for Seismic Risk Management

Assessing the use of Coarse Resolution Imagery for Prioritizing Drought Prone/Severely Degraded Areas for Mitigation Policy Options in South Africa

Field Surveys for Biomass Assessment in African Savanna Woodlands

Overcoming Bandwidth and Satellite Communications Limitations to Accelerate Applications of Remote Sensing and High Performance Computing for Sustainable African Development: Contributions from Egypt, Nigeria and South Africa

A Land Cover Change Synthesis Study for the GLOWA Volta Basin in West Africa using Time Trajectory Satellite Observations and Cellular Automata Models

Intelligent Data Thinning Algorithms for Satellite Imagery

A Proposal for the Standardization of Image Information Mining Systems via OGC Web Services Framework

Segmentation and Classification of Hyperspectral Data using Watershed

Improving Hyperspectral Image Classification based on Graphs using Spatial Preprocessing

TerraSAR-X Imaging for Unsepervised Land Cover Classification and Fire Mapping

Atmospheric Compensation using a Geometrically-Compensated Empirical Line Method

A Practical Analytical Approach for Predicting Sand Spectral Signatures

Atmospheric Corrections of Low Altitude Thermal Infrared Airborne Images Acquired over a Tropical Cropped Area

Signal Processing Techniques for Feature Extraction and Classification using Small-Footprint Full-Waveform Airborne LIDAR

A Two-Stage Approach for Decomposition of ICESat Waveforms

Extracting Tree Heights over Topography with Multi-Spectral Spaceborne Waveform Lidar

Predicting L-band Microwave Attenuation through Forest Canopy using Directional Structuring Elements and Airborne Lidar

The Characterization of a Forest Cover through Shape and Texture Parameters from Quickbird Imagery

Comparison study on NDII and NDVI based on rice extraction from rice and ginkgo mixed area

A Multi-Scale Approch for Retreiving Proportional Cover of Life Forms

Polarimetric Classification of Vegetation in Prairie Landscapes

Mapping Forest Types using Multi-Sensor Remote Sensing Methods

Evaluation of Spectral Vegetation Index Translation Equations for the Development of Long-Term Data Records

Development of Rice Yield Estimation Method based on Spaceborne Hyperspectral Data: Preliminary Study using Airborne Hyperspectral Data

Monitoring Growth Status of Spring Wheat in Rainfed Agriculture Area in Loess Plateau with Hyperspectral Reflectance Data at Canopy and Leaf Level

Simulation of Hyperspectral Scene with Full Adjacency Effect

Driving Realistic Texture in Simulated Long-Wave Infrared Imagery

Estimation of Global Solar Irradiance at the Complicate Terrains in Zhejiang Province, China

Leaf Area Index and Surface Albedo Estimation: Comparative Analysis from Vegetation Indexes to Radiative Transfer Models

The LAI Inversion based on Directional Second Derivative using Hyperspectral Data

The Relationship between the Directional Brightness Temperatures and Hemispherical Thermal Emission over Three Scenes

Numerical studies of polarized light reflection from wind roughed liquid surfaces

Quantifying NDVI Cross-Scale Relationship using Spatial Autocorrelation

Estimation of Photosynthetic Light Use Efficiency in Semi-Arid Ecosystems with the MODIS-Derived Photochemical Reflectance Index

Comparision of Landsat and MODIS Estimates of Heat Fluxes: Effect of Surface Heterogeniety

Assessing Honey Bee Equilibrium Range and Forage Supply using Satelite-Derived Phenology

A Study of Chinese Grassland Productivity using MODIS Data

An Angular Index to Indicate Surface Heterogeneous Behaviors from MODIS

Application of Vegetation Condition Index and Standardized Vegetation Index for Assessment of Spring Drought in South Korea

Simulation of a Simplified Coniferous Branch based on Radiosity Method

Three-Dimensional Digitizing of Paddy Rice and Modeling for the Scattering Simulation

Building Good Spectral Vegetation Backgrounds in the VNIR

Comparisons between in Situ Anisotropic Reflectance Measurements and Simulations for Vegetation Canopies: Validation and Sensitivity Analysis

Introduction of the Shadowing Kernel for BRDF Analysis

Understanding the Vegetation Effects at Frozen Enviroment by Theory and Field Experiment

Comparison of individual crowns among species in Japanese conifer plantations using airborne data for leaf-on and leaf-off conditions

Study of Impact of Urbanization on Phenology using Multisource Satellite Data

Discrimination of the Respective Contributions of Understory and Tree Canopy to the Seasonal Dynamics of Reflectance of Maritime Pine Forest in Southwest France

Measurements of Seasonal Changes in Vegetation Reflectance Spectra

Long-Term Phenology and Variability of Southern African Vegetation

Pasture Monitoring from Polarimetric TerraSAR-X Data

Web Cameras in Automatic Autumn Colour Monitoring

Analysis of Different Methods for Burnt Area Estimation using Remote Sensing and Ground Truth Data

Effect of Burn Scar Pattern Variability on Medium Resolution Burnt Area Mapping in Southeast Asia

Retrieval of Subpixel Fire Temperature and Fire Area using Simulated HJ-1B Data

Evaluation of Algorithms and Remote Sensing Datasets for Fire Mapping in China

Use of Formosat-2 Satellite Imagery to Detect Near Real Time Deforestation in Amazonia

Evidential Reasoning Applied to Mapping Regeneration of Forest Stand using Multisource Geospatial Data

Polarimetric SAR Data for Forest and Deforestation Mapping in Guizhou Province, Southwest of China

Normalization of Modified Perpendicular Drought Index using LTDR and GIMMS Dataset for Drought Assessment in the United States

Drought Monitoring in Northern China based on Remote Sensing Data and Land Surface Modeling

Monitoring Fuel Moisture and Improving the Prediction of Wildfire Potential in Boreal Alaska with Satellite C-Band Imaging Radar

Estimating Latent and Sensible Heat Fluxes using the Temperature Vegetation Dryness Index and MODIS Data

The Comparison and Application of the Methods for Monitoring Farmland Drought based on NIR-Red Spectral Space

An improved method for estimating global evapotranspiration based on satellite determination of surface net radiation, vegetation index, temperature, and soil moisture

Evaluating the Potential of VI-LST Triangle Model for Quantitative Estimation of Soil Moisture using Optical Imagery

Crop Drought Monitoring using MODIS NDDI over Mid-Territory of China

Combining a Two-Source Patch Model with Satellite Data to Monitor Daily Evapotranspiration at a Regional Scale

Variability in the Atlantic Meridional Overturning Circulation and Heat Transport Detected Remotely from Argo Floats

Basic Radar Altimetry Toolbox

Study of Atmospheric Correction in the Remote Sensing based on Multifunctional Raman/Mie Lidar System and Sunphotometer

Overview of Research and Networking with Ground based Remote Sensing for Atmospheric Profiling at the Cabauw Experimental Site for Atmospheric Research (CESAR) - The Netherlands

Volumetric Gas Monitoring through an IR Laser Network for the Control of the Gas Emission Flux by Sensitive Areas: Methods and Simulation Results

Vertical Velocity Turbulence Observed with FMCW Radar

Planetary Boundary Layer Height and Wind Field Characterization by Means of a Lidar at the Teide Observatory in the Canary Islands

A Novel Ground-Based Microwave Radiometer for High Precision Atmospheric Observations between 10 and 90 GHz

A High Resolution Full Earth Disk Model for Microwave Observations from GEO

Fast Aerosol Optical Depth Retrieval from MODIS

Grid Enabled Simultaneous Retrieval of Aerosol and Ground Surface Reflectance from Integration of AERONET and Satellite Data

An Advanced Quantitative Retrieval Algorithm for Aerosol Optical Depth over Land from TERRA and AQUA MODIS Data

Regional Quantitative Retrieval of Aerosol Optical Depth using Terra and Aqua MODIS Data

A New Study of Detecting Biomass Burning Employing MODIS Data Applying Broadband Aerosol Optical Thickness

Retrieval of Aerosol from Space-Borne Polarimetric Data in Beijing

Retrieval of Spectral Aerosol Optical Thickness over Land Surface from Multi-Wavelength Polarization Space-Borne Sensors

Retrieval of Aerosol from CBERS02B using Contrast Reduction Method in Beijing

An Approach for Aerosol Retrievals over Canada's Landmass from Historical AVHRR 1-km Observations

Estimation of Optical Properties of Asian Dust over the Land Surface by Polarization Measurements

Weekday and Seasonal Variations in $NO^{2}$ in Southern Ontario, Canada using Data from the Ozone Monitoring Instrument (OMI)

Retrieval of Aerosol Optical Properties based on Measurements of Lidar, Sun-Photometer, and CALIPSO at Wuhan, China

Validation and Understanding of Moderate Resolution Imaging Spectroradiometer (MODIS) C005 Aerosol Product using Aerosol Robotic Network (AERONET) Ground-Based Data in the North of China

Improved MODIS Aerosol Retrieval using Modified VIS/MIR Surface Albedo Ratio over Urban Scenes

Analysis of Climatic Characteristics and Influencing Factors of Sand-Dust Events in Northwest China

Aerosol Character Comparison of CALIPSO and Sunphotometer in Hubei Province, China

SAR Image Fusion in Multi Sensor Context for Small Urban Area Detection

Object-Oriented Classification for Change Detection with Different Spatial Resolution Images

Multiscale Integration for Spatio-Temporal Ecoclimatic Ecoregioning Delineation

Fusion of High Resolution Polarimetric SAR and Multi-Spectral Optical Data for Precision Viticulure

Binary Classification Strategies for Mapping Urban Land Cover with Ensemble Classifiers

The Effect of Landscape Patterns on the Accuracy of Land Cover Map from Multi-Resolution Remote Sensing Data Classification

Land-Cover Classification of Hypertemporal Data using Ensemble Systems

Multisource Data Classification using a Hybrid Semi-Supervised Learning Scheme

Spectral Magnitude and Spectral Derivative Feature Fusion for Improved Classification of Hyperspectral Images

Detection of Anomalous Environmental Electromagnetic Wave by Statistical Property in Magnetic Field Azimuth

Storage and Retrieval of Motion Data for Moving Objects in 3D GIS

Design and Implementation of Management Information System of Grand Canal of China

Assimilating Remote Sensing-Based ET into SWAP Model for Improved Estimation of Hydrological Predictions

Global Sensitivity Analysis (GSA) Measures the Quality of Parameter Estimation. Case of Soil Parameter Estimation with a Crop Model

Estimating the Spatial Exchange of Carbon through the Assimilation of Earth Observation Derived Products using an Ensemble Kalman Filter

Optimal Spectral Decomposition (OSD) for Remotely Sensed Ocean Data Assimilation

Estimation of Regional Soil Moisture by Assimilating Multi-Sensor Passive Microwave Remote Sensing Observations based on Ensemble Kalman Filter

Vegetation Isoline Equations with Higher Order Interaction Terms to Improve Accuracy in Retrieval of Vegetation Biophysical Parameters

A Simplified Data Assimilation Method for Reconstructing Time-Series MODIS NDVI Data

LAI Retrieval from CYCLOPES and MODIS Products using Artificial Neural Networks

Spatial Correlation Patterns of L-Band Microwave Brightness Temperature

CART-Based Rare Habitat Information Extraction For Landsat ETM+ Image

Quantative Inversion based on Hyperspectral Data for Soil Salinization in the Ecological Corridor of Tarim River, Xinjiang, China

Case Studies in High Throughput Computing (HTC) using Condor for Physics-Based Remote Sensing Algorithm Development and Application

Comparison between the Kalman and the Non-Linear Least-Squares Estimators in Low Signal-to-Noise Ratio Lidar Inversion

Comparison of Alternative Markov Models for Sea Floor Grain Size Interpolation and Estimation

Precise Evaluation of Topographic Effects in Satellite Imagery for Illumination Correction

An Improved Algorithm to Produce Spatio-Temporally Continuous MODIS Albedo Product in China

The Bidirectional Reflectance Signature of Typical Land Surfaces and Comparison of MISR and MODIS BRDF Products

Velocity Unfolding in Networked Radar System

Well Log Data Inversion using Higher Order Neural Networks

Estimation Performance for Canonical Shape Features

Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data

Sahelian-Grassland Parameter Estimation from Backscattered Radar Response

Use of Vector Velocity Estimate Accuracy for Improved Resource Allocation in a Network of Doppler Radars

Inversion of Backscatter Ionograms Optimization by using Simulated Annealing and Genetic Algorithms

Semi-Supervised Support Vector Biophysical Parameter Estimation

Sensitivity Analysis of the Simulated Annealing Method to Measurement Noise for the Inversion of Subsurface Parameters of Two Layer Rough Surfaces

Application of Spatial Spectrum Estimation Technique in Multibaseline SAR for Layover Solution

The Effects of Finite Resolution on Radar Images of Fractal Profiles

Region Feature Extraction Based on Improved Regularization Method in SAR Image

Combined Wavelet and Contourlet Denoising of SAR Images

Motion Compensation Processing of Airborne SAR Data

Speckle Reduction of SAR Images in the Bandlet Domain

Unsupervised Change Detection in SAR Image using Graph Cuts

A New Star Identification Algorithm based on Matching Probability

Comparison of Atmospheric Phase Delay on ALOS PALSAR Interferogram and Cloud Distribution Pattern on Simultaneously Observed AVNIR-2 Images

Rain Impact on Sensitivity of Ka-band Scan-on-Receive Synthetic Aperture Radars

Moving Target Detection in along Track SAR Interferometry from In-Phase and Quadrature Components Data

Doppler Parameter Estimation for Single-Channel SAR Moving Target based on a Novel Model in Complex Image Domain

Computation of Optimum Azimuth Sampling Time for Dual-Channel DPCA System based on Signal-to-Noise Ratio

Moving Targets Detection and Analysis on Multi-Look Polarimetric SAR Images using PWF Method

A New Method of SAR Image Target Recognition based on AdaBoost Algorithm

GMTI Performance Analysis for Circular Scanning SAR Equipped on Slow Platform

Compensation of the Range Variant Bistatic Deformation Term for LBF

Influence and Dependent Parameters of Terrain Undulation to Bistatic SAR Imaging

Synchronization of Geo Spaceborne-Airborne Bistatic SAR

3-D Range Stacking Algorithm for Forward-Looking SAR 3-D Imaging

Imaging Geometry Analysis of 3D SAR using Linear Array Antennas

Revealing Intra-Urban Features using Optical and SAR Images

Urban land use change of Nanjing, China, using multitemporal satellite data

How do People Perceive the City's Green Space? A View from Satellite Imagery (In Hanoi, Vietnam)

Research on the Urban Fabric of Wuhan based on GIS and MAS

Urban Change Detection based on Local Features and Multiscale Fusion

Research on Current Situation Investigation by Remote Sensing and Division Protection Zone of Great Wall of Ming Dynasty in Beijing

A Global Comparative Analysis of Urban Spatio-Temporal Dynamics During the Last Four Decades using Course Resolution Remote Sensing Data and GIS

Sensitivity of Spatial Indicators for Urban Terrain Characterization

Damage Assessment on Buildings using Multisensor Multimodal Very High Resolution Images and Ancillary Data

Detection and Characterization of Urban Objects from VHR Optical Image Data

Research on Monitoring, Evaluation and Adjustment Models about Regional Ecological Security

Comparison of Extracting Rural Residential Area from Satellite Images with Multiresolution

A Flood Hazard Risk Assessment Map in Growing Urban Areas by Integrating Remote Sensing and DEM Data

CNGI based Resource & Environment Decisional Service System for Lancang-Mekong Sub-Region Security

Advanced Displacement Estimation for PSI using High Resolution SAR Data

Evaluation of Urban Environmental Quality with High Resolution Satellite Images

Sub-Pixel Stereo-Matching for DEM Generation from Narrow Baseline Stereo Imagery

Characterizing the Meso-Scale Enviromental Thermal Effects Due to Different Landuse Types using Remote Sensing Techniques and Indices in Taoyuan, North Taiwan

DSM Generation of Buildings based on Corresponding Object Constraint

A Field-based Database Management Method for City Air Pollutants Information System

Research and Application of Spatial Information Technology on Grand Canal of China

Temporal Analysis of Land Surface Temperature in Beijing Utilizing Remote Sensing Imagery

A Comparison of Texture Feature Algorithms for Urban Settlement Classification

Application of Geo-Spatial Information Technology in the Engineering Manage of Roller Compaction Construction

Surface deformation retrieval of Yongcheng City(China) based on small baseline DInSAR technique

Traffic Spatial Measures and Interpretation of Road Network Using Aerial Remotely Sensed Data

Use of Hyperspectral and High Spatial Resolution Image Data in an Asphalted Urban Road Extraction

Optimization of Ground Penetrating Radar (GPR) Mixture Model in Road Pavement Density Data Analysis

Effectiveness of 2D FDTD Ground Penetrating Radar Modeling for Bridge Deck Deterioration Evaluated by 3D FDTD

Vehicle Extraction and Speed Detection from Digital Aerial Images

Experimental Production of Heat-Island Map with Satellite and Airborne Thermal Infrared Data

Calculation of Corridor Structure Effect on Urban Heat Island using Highly Spatial Resolution Satellite Images in Beijing, China

Analysis of an Urban Heat Sink using Thermal Inertia Model from ASTER Data in Beijing, China

Study on Urban Heat Island of Beijing using ASTER Data ----A Quantative Remote Sensing Perspective

Study on Urban Heat Island Phenomenon in a Local Small City of Japan using Airborne Themal Image

Assesment of ENVI Forest Health Tool in Detection of Dust and Seepage Contaminated Forest Areas

An Investigation of Air Pollution in Hong Kong with ASTER Data

A Preliminary Study of Urban Airborne Inhalable Particle Spatial Distribution and their Mechanism in Beijing using RS and GIS

Air Pollution Monitoring System based on Geosensor Network

Estimation of the Load of Total Nitrogen and Total Phosphorus in the Enclosed Bay Watershed using GIS

Oil spill monitoring using multi-temporal SAR and microwave scatterometer data

On the Mathematical Formulation of the SAR Oil-Spill Observation Problem

Multisensor Approach to Operational Oil Pollution Monitoring in Coastal Zones

Detection of Oil Slicks in SAR Images using Hierarchical MRF

A System for Automatic Identification of Oil Spill in ENVISAT ASAR Images

Observation of Crude Oil Spill Off the West Coast of Korea using TerraSAR-X, ENVISAT ASAR and ALOS PALSAR

Application of Real Time GIS, Remote Sensing and IC Tag for Realization of Geospatial Information Society

Energy Consumption Estimation in Hybrid Sensor Networks Running Assisted Navigation Algorithms

A Tool to Query and Visualize the Complete SRTM Data Set Indexed by the Q-tree in an Open GIS

Reuse Readiness Levels as a Measure of Software Reusability

Data Analyis System Design for Lidar Experimentation

Geographic Information System (GIS) and Remote Sensing (RS): Undergraduate Academic Curriculum and Precollege Training Program

Volume 2 - 2008

Volume 1 - 2008

2007 IEEE International Geoscience and Remote Sensing Symposium

2006 IEEE International Symposium on Geoscience and Remote Sensing

Proceedings. 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005. IGARSS '05.

IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium

IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477)

IEEE International Geoscience and Remote Sensing Symposium

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Multisource Data Classification using a Hybrid Semi-Supervised Learning Scheme

Content Provider	IEEE Xplore Digital Library
Author	Vatsavai, R.R. Badhuri, B. Shekhar, S. Burk, T.E.
Copyright Year	2008
Description	Author affiliation: Comput. Sci. & Eng. Div., Oak Ridge Nat. Lab., Oak Ridge, TN (Vatsavai, R.R.; Badhuri, B.) \|\| Remote Sensing Lab., Univ. of Minnesota, Minneapolis, MN (Burk, T.E.) \|\| Dept. of Comput. Sci., Univ. of Minnesota, Minneapolis, MN (Shekhar, S.)
Abstract	In many practical situations thematic classes can not be discriminated by spectral measurements alone. Often one needs additional features such as population density, road density, wetlands, elevation, soil types, etc. which are discrete attributes. On the other hand remote sensing image features are continuous attributes. Finding a suitable statistical model and estimation of parameters is a challenging task in multisource (e.g., discrete and continuous attributes) data classification. In this paper we present a semi-supervised learning method by assuming that the samples were generated by a mixture model, where each component could be either a continuous or discrete distribution. Overall classification accuracy of the proposed method is improved by 12% in our initial experiments.
File Size	146525
File Format	PDF
ISBN	9781424428076
DOI	10.1109/IGARSS.2008.4779525
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-07-07
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Semisupervised learning Remote sensing Parameter estimation Soil Maximum likelihood estimation Supervised learning Error analysis Information science Data engineering Laboratories multisource data Semi-supervised learning expectation maximization GMM
Content Type	Text
Resource Type	Article

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