NDLI: Hyperspectral Data Segmentation and Classification in Precision Agriculture: A Multi-Scale Analysis

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2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

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Table of contents

All Data are Useful, but not All Data are Used! What'S Going on Here?

Using Satellite-Derived SST Fronts to Evaluate an Eddy Resolving Numerical Circulation Model

The Orfeus Project (Optimised Radar for Finding Every Utility in the Street)

GPR Imaging Using Compressed Measurements

Combining NSMS and High-Quality MPV-TD Data for UXO Discrimination

Matching Pursuits Decomposition for Discrimination of Unexploded Ordnance: Isolated and Overlapping Signatures

SAR Traffic Monitoring Using Time-Frequency Analysis for Detection and Parameter Estimation

S-Method-Based Approach for Image Formation, Motion Compensation, and Image Enhancement of Moving Targerts in ISAR and SAR

Localization of Inanimate Moving Targets Using Dual-Frequency Synthetic Aperture Radar and Time-Frequency Analysis

Estimating Surface Water Speeds using Time-Frequency Analysis

Multiple-Window Anomaly Detection for Hyperspectral Imagery

Multiple Kernel Discriminant Analysis and Decision Fusion for Robust Sub-Pixel Hyperspectral Target Recognition

Retrieval of 3-D Water Vapor Field Using a Network of Scanning Compact Microwave Radiometers

Low Frequency Sea and Ice Sheet Impulse Responses Acquired by the Global Ice Sheet Mapping Orbiter (GISMO) Demonstrator

Toward an Operational Method for Refined Snow Characterization Using Dual-Polarization C-Band SAR Data

Application of Neural Networks to Soil Moisture Retrievals from L-Band Radiometric Data

Improving the AMSR-E Soil Moisture Algorithm of the University of Tokyo through Field Experiments and Parameters Optimization

A Five-Year Validation of AMSR-E Soil Moisture Products

Estimation of Soil Moisture with Dual-Frequency - PALS

Seafloor and Land Cover Classification Through Airborne Lidar and Hyperspectral Data Fusion

Performance Prediction for Low-SNR Lidar Sensors

Robust Extraction of Exterior Building Boundaries from Topographic Lidar Data

3D Organization of 2D Urban Imagery

An Adaptive Spectral Transformation Approach to Pan-Sharpening

A Regularization Approach for InSAR and Optical Data Fusion

High-Resolution Reconstruction of Multispectral Imagery Based on Panchromatic Imagery

Semi-Supervised Classifier Ensembles for Classifying Remote Sensing Data

Unsupervised Change Detection in High Resolution Satellite Imagery from Fusion of Spectral and Spatial Information

High Bandwidth Spotlight SAR Interferometry with TerraSAR-X

High Resolution Interferometric Stacking with TerraSAR-X

Precise Orbit and Baseline Determination for TerraSAR-X and TanDEM-X

Very Shallow Water Bathymetry Retrieval from Hyperspectral Imagery at the Virginia Coast Reserve (VCR'07) Multi-Sensor Campaign

Comparison of Aviris and AISA Airborne Hyperspectral Sensing for Above-Ground Forest Carbon Mapping

Multi-Angle Measurements with Chris for Forest Parameters

Exploring the Biophysical Drivers of Amazon Phenology: Preparing Data Sets to Improve Dynamic Global Vegetation Models

Utility of an Image-Based Canopy Reflectance Modeling Tool for Remote Estimation of LAI and Leaf Chlorophyll Content in Crop Systems

Subarctic Boreal Forest Albedo Estimation Using Envisat ASAR for BRDF Determination

Results from the 2007 World Radiocommunication Conference (WRC-07) for Remote Sensing and a Preview of Issues for the 2011 WRC

Comparison of Pulsed Sinusoid Radio Frequency Interference Detection Algorithms Using Time and Frequency Sub-Sampling

On the Shapiro-Wilk Test for the Detection of Pulsed Sinusoidal Radio Frequency Interference

A Study of Algorithms for Detecting Pulsed Sinusoidal Interference in Microwave Radiometry

The Effect of Rain on Satellite Sensor Estimates of Surface Roughness Conditions and on the Air-Sea Momentum Flux

Compensation of Faraday Rotation in Multi-Polarization Scatterometry

Validation of Coarse Resolution Microwave Soil Moisture Products

Hierarchical Methods for Landmine Detection with Wideband Electro-Magnetic Induction and Ground Penetrating Radar Multi-Sensor Systems

Dual Sensor ALIS for Humanitarian Demining and its Evaluation Test in Mine Fields in Croatia

Thermal Noise Analysis on the Resistive Vee Dipole Antenna for Ground-Penetrating Radar Applications

Subsurface Sensing of Near Surface Object Using Cavity Backed Slot (CBS) Antenna

Gravimetric Detection by Compressed Sensing

TerraSAR-X Commissioning Phase Execution and Results

TerraSAR-X Instrument, SAR System Performance & Command Generation

TerraSAR-X Calibration Results

TerraSAR-X Payload Data Processing: Results from Commissioning and Early Operational Phase

A Novel Strategy for Radar Imaging Based on Compressive Sensing

Volume Coherence Estimation for Random Forest Height Retrieval Based on Polinsar Data

Investigation of a New Multifunctional High Performance SAR System Concept Exploiting MIMO Technology

On the Use of Dual-Polarized SAR Data for Oil Spill Observation

Enhancement of Along-Track Interferometry for Ground Moving Target Indication

Soil Moisture Retrieval Using an L-Band Synthetic Aperture Radiometer During the Soil Moisture Experiments 2003 (SMEX03) and 2004 (SMEX04)

Combined Passive and Active Soil Moisture Observations During Clasic

Passive and Active L-Band System and Observations during the 2007 CLASIC Campaign

Soil Moisture Retrieval Using GNSS-R Techniques: Measurement Campaign in a Wheat Field

Quantifying Surface Reflectivity for Spaceborne Lidar Missions

A Preprocessing Method for Automatic Break Lines Detection

Fourier Error Analysis of Ray Tracing on a Geospatial Polygonal Model

A Method for Measuring the Incremental Information Contributed from Non-Stationary Spatio-Temporal Data to be Fused

A Novel Protocol for Accuracy Assessment in Classification of Very High Resolution Multispectral and SAR Images

Multiresolution Fusion in Remotely Sensed Images Using an IGMRF Prior and Map Estimation

A Robust Multi-Classifier Decision Fusion Framework for Hyperspectral, Multi-Temporal Classification

Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation

Data Fusion Study Between Polarimetric SAR, Hyperspectral and Lidar Data for Forest Information

Scattering type phase for wetland classification using C-band polarimetric SAR

Seasonal Change Monitoring of Wetlands by Using Airborne and Satellite Polsar Sensing

Recent Advances in POL-SAR & POL-IN-SAR Imaging of Natural Habitats and Wetland Remote Sensing

Hyperspectral Analysis of Japanese Oak Wilt to Determine Normalized Wilt Index

Vegetation Species Identification Using Hyperspectral Imagery

Assessing Crop Residue Cover Using Hyperion Data

Relating a Spectral Index from MODIS and Tower-Based Measurements to Ecosystem Light Use Efficiency for a Fluxnet-Canada Coniferous Forest

Simultaneous estimation of surface photosynthetically active radiation and albedo from GOES

Coupling Imaging Spectroscopy and Ecosystem Process Modelling - The Importance of Spatially Distributed Foliar Biochemical Concentration Estimates for Modelling NPP of Grassland Habitats

The Detection and Mitigation of RFI with the Aquarius L-Band Scatterometer

RFI Measurement Database Assembled During the Square Kilometre Array Site Qualification Campaigns

A Simplified Calculation of the Kurtosis for RFI Detection

Effectiveness of the Sixth Moment to Eliminate a Kurtosis Blind Spot in the Detection of Interference in a Radiometer

Detectability of Radio Frequency Interference due to Spread Spectrum Communication Signals using the Kurtosis Algorithm

Cross-Validation of Wind Products from Seawinds and AMSR on ADEOS-II

The Influence of Air Density on Scatterometer Retrievals of Surface Turbulent Stress

Dynamic Phenomena in the Coastal Waters of the North-Eastern Black Sea Retrieved from Satellite Data

Advanced Land Observing Satellite PALSAR Observations of the Oceanic Dynamic Phenomena in the Coastal Zone

Microwave and Infrared Radiances Assimilation for Weather Forecasting

Data Assimilation Experiments Using Quality Controlled AIRS Version 5 Temperature Soundings

The Benefits of Context Estimation for Target Spectra Detection in Hyperspectral Imagery

Statistical Models for Landmine Detection in Ground Penetrating Radar: Applications to Synthetic Data Generation and Pre-Screening

Context-Dependent Multi-Sensor Fusion for Landmine Detection

Broadband Array of Electromagnetic Induction Sensors for Detecting Buried Landmines

Status Report on the TerraSAR-X Mission

Rapid Land Mapping by TerraSAR-X VHR Data

Discovery of Anoumoulous Stripes Over the Amazon by the PALSAR onboard ALOS satellite

The Impact of the Ionosphere on Interferometric SAR Processing

Detection of Ionospheric Structures with L-Band Synthetic Aperture Radars

A Vegetation Correction Methodology Applied for Soil Moisture Retrieval from C-Band Radar Observations

Inversion Algorithm for Soil Moisture Retrieval from Polarimetric Backscattering Coefficients of Vegetation Canopies

Surface Parameter Estimation Over Periodic Surfaces Using a Time-Frequency Approach

The European Aerosol Research Lidar Network (EARLINET): An Overview

Earlinet Approach to Optimisation of Individual Network Instruments with the Aim of Homogenisation of Aerosol Data Products and Increased Data Coverage

Backscatter Lidar Measurement in the Atmospheric Boundary Layer: Data Analysis and Interpretation Capabilities

From EARLINET-ASOS Raman-Lidar Signals to Microphysical Aerosol Properties Via Advanced Regularizing Software

Detection of Traffic Congestion in Optical Remote Sensing Imagery

Cartographic Elements Extraction using High Resolution Remote Sensing Imagery and XML Modeling

Sequential Correspondence of Multiple Visual Cues for 3-D Building Reconstruction

Contextual Models for Automatic Building Extraction in High Resolution Remote Sensing Image Using Object-Based Boosting Method

On the Minimum Number of Tracks for SAR Tomography

Combining Time-Domain Back-Projection and Capon Beamforming for Tomographic SAR Processing

A New Method for Identification and Analysis of Persistent Scatterers in Series of SAR Images

Detection of Single and Multiple Scatterers in Multibaseline Multitemporal SAR Data

3D Tomographic and Differential Tomographic Response to Partially Coherent Scenes

Image Factorization for Small Object Detection

Hyperspectral Detection and Identification with Constrained Target Subspaces

SAR Coherence Tomography for Boreal Forest with Aid of Laser Measurements

Analysis of Temporal Decorrelation in Dual-Baseline Polinsar Vegetation Parameter Estimation

Modeling and Interpretation of the Multitemporal and Multibaseline Polinsar Coherence

Temporal Decorrelation Studies for Vegetation Parameter Estimation with Space-Borne Radars

Initial Results of a Digital Radiometer with Digital Beamforming

SAR Derived Wind Fields of Mesoscale Cyclones

RADARSAT ScanSAR Wind Retrieval and Rain Effects on ScanSAR Measurements Under Hurricane Conditions

Effects of Tropical Cyclone on Kuroshio and the Adjacent Shelf-Slope Waters

The Development of 1-D Ice Cloud Microphysics Data Assimilation System (IMDAS) for Cloud Parameter Retrievals by Integrating Satellite Data

Variational Pressure Image Assimilation for Atmospheric Motion Estimation

Gaussian model adaptive time domain filter (GMAT) for weather radars

Magnetic Discrimination of Helicopter Data for Characterization of UXO Contaminated Sites

Modeling Highly Permeable and Conductive Ellipsoidal Clutter for the Detection of UXO in the Electromagnetic Induction Regime

Analysis of an Information-Based Sensor Manager Applicable to Landmine Detection

Automatic Detection and Classification of Buried Objects in GPR Images Using Genetic Algorithms and Support Vector Machines

Initial Assessment of the Applicability of TerraSAR-X for Repeat-Track Interferometry

Analysis of Atmospheric Propagation Effects in TerraSAR-X Images

Mapping the Ionosphere Using L-Band SAR Data

Quantifying and Correcting Ionospheric Effects on P-Band SAR Images

Polinsar at Low Frequency and Ionospheric Effects

Image Formation Algorithm for Topside Ionosphere Sounding with Spaceborne HF-SAR System

Global Evaluation of Remotely-Sensed Soil Moisture Retrievals

Impact of Land Model Physics on Soil Moisture Assimilation

Integration of Satellite-Retrieved Soil Moisture Observations with a Global Two-Layer Soil Moisture Model

Soil Moisture Remote Sensing for Numerical Weather Prediction: L-Band and C-Band Emission Modeling Over Land Surfaces, the Community Microwave Emission Model (CMEM)

Using Combined 532 NM HSRL and 1064 NM Elastic-Scatter Lidar Observations to Verify and Update CRAM Dual-Wavelength Aerosol Retrieval Models

Analysis of Sararan Dust Observations by Calipso in the Context of CRAM

Lidar Network for Monitoring Asian Dust and Air Pollution Aerosols

Sparse Representations for Hyperspectral Data Classification

On The Spectral Correlation Structure of Hyperspectral Imaging Data

Hyperspectral Data Segmentation and Classification in Precision Agriculture: A Multi-Scale Analysis

Parallel Implementation of Target and Anomaly Detection Algorithms for Hyperspectral Imagery

Model Based SAR Tomography of Forested Areas

Multi-baseline coherence optimisation in partial and compact polarimetric modes

A Public Database of Simulated Multidimensional SAR Data for Techniques Validation

Hyperspectral Change Detection: Methodology and Challenges

Generalized Chromodynamic Detection

Effects of Endmember Dimensionality on Subpixel Detection Performance

Spectral Image Utility Sensitivity to Image Preprocessing and Information Exploitation Parameters

Detection of Human Skin in Near Infrared Hyperspectral Imagery

Extraction of Forest Biophysical Parameters Using Polarimetric SAR

Analysis and Correction of Speckle Noise Effects on Polinsar Data Based on Coherent Modeling

Robust vegetation height Extraction using maximum likelihood estimation for Dual-baseline PolInSAR

Forest Spatial Structure Enhancing Non-Gaussian Texture in Airborne L-Band Polsar Images

Towards Complex-Valued Neural Algorithms for Forest Parameters Estimation from Polinsar Data

W-band 2-D Scanning Fully Polarimetric Radiometer System for Remote Sensing Applications

Brightness Temperature Retrievals from the Small Airborne MIRAS

Elbaraii, L-Band Radiometer System

Wind Speed Retrievals from Multi-Sensor Satellite Data from Hurricanes and Tropical Cyclones

High-Velocity Wind Measurements Using Synthetic Aperture Radar

Rain and Wind Estimation from Seawinds in Hurricanes at Ultra High Resolution

Scatterometer-Derived Wind Fields for Mid-Latitude Storms

High Wind and Power Density Over Global Oceans

Study of Atmospheric Effects on Soil Moisture Retrieved by AMSR-E Brightness Temperature Over Tibetan Plateau

Soil Moisture Retrieval from Passive Microwave Data: A Sensitivity Study Using a Coupled Svat-Radiative Transfer Model at the Upper Danube Anchor Site

A Simulation Study to Quantify the Relief Effects on the Observations Performed by Microwave Radiometers

Explicit Inverse of Soil Moisture Retrieval with an Artificial Neural Network Using Passive Microwave Remote Sensing Data

Input Pattern According to Standard Deviation of Backpropagation Neural Network: Influence on Accuracy of Soil Moisture Retrieval

Hillslope-Scale Controls on Remote Sensing of Soil Moisture with Microwave Radiometry

An Airborne Remote Sensing Experiment for Catchment-Scale Water Cycle Study in a Typical Inland River Basin of China

Remote Sensing of Canopy Water Content During SMEX'04 and SMEX'05 Using Shortwave-Infrared Reflectances

L-Band Radiometric Observations of Sun Glint Over Land Surfaces

Rock Fraction Effects on the Surface Soil Moisture Estimates From L-Band Radiometric Measurements

Effect of Propagation Path Characteristics on Low-Frequency Cloud-to-Ground Lightning Signal Parameters

Error Analysis of Soil Roughness Parameters Estimated from Measured Surface Profile Data

Application of TIR Imagery and Spectroscopy for the Extraction of Soil Textural Information at Fowlers Gap, Western New South Wales, Australia

Surface Roughness Classification with Multipolarized C-Band SAR Data

A Novel Method for 2-D Agricultural Soil Roughness Characterization Based on a Laser Scanning Technique

Potential of C-Band Multipolarized and Polarimetric SAR for Soil Drainage Classification and Mapping

SAR Remote Sensing Data for Subsurface Targets Detection and Lop Nur Lake Evolution and Extinction Study

A Decision Tree Algorithm for Freeze/Thaw Classification of Surface Soil Using SSM/I

Comparison of Modis Emissivity Observation with Laboratory Measurements

The AMSR-E Instantaneous Emissivity Estimation and its Correlation, Frequency Dependency Analysis over Different Land Covers

Calibration of IEM Model for the Soil Moisture Mapping of Non-Inundated Paddy Fields Using ALOS/PALSAR Data

Preliminary Polarimetric Measurements of Bare and Vegetated Soils Radar Backscattering Coefficients and Brightness Temperatures Angular Dependences at 15GHz

Error Estimation of Soil Moisture Derived from Active and Passive Microwave Satellite Observations and Model Data

Incorporating Remote Sensing Data in a Simple Distributed Hydrological Model for Runoff and Spatial Soil Moisture Simulation

Soil Moisture Content Retrieval in an Arid to Semi-Arid Region in the Xinjiang Province

Active and Passive Microwave Sensors as a Tool to Monitor Soil Moisture Over Winter

An automated multi-satellite approach for soil moisture mapping using visible/infrared, passive microwave data and topographic attributes

Retrieval of the Overstory and Understory Leaf Area Index of Forest Stands Using a Model of Forest Canopy Reflectance

Estimating Wheat Equivalent Water Thickness Using Landsat TM/ETM+ Data

Estimating Biophysical and Biochemical Parameters and Yield of Winter Wheat Based on Landsat TM Images

Foliar Bio-Physical and Spectral Properties Associated with Light Environment in a Mature Poplar Stand

Toward a Global Tuamotu Archipelago Coconut Trees Sensing Using High Resolution Optical Data

Improving Land Surface Pixel Level Albedo Characterization Using Sub-Pixel Information Retrieved from Remote Sensing

KU-Band Sensitivity to Soil Moisture. An Evaluation Study for Monitoring Temporal Soil Moisture Change Detection Over the NAFE06 Study Area

Soil Moisture Change Retrieval Using S-Band Radar Data During SGP99 and SMEX02

A New Method to Retrieve Soil Moisture at Bare Soil Surface Using ERS Scatterometer Data

Characterization of Backscatter by Surface Features in L-Band Active Microwave Remote Sensing of Soil Moisture

Analysis of Valid Ranges in Soil Inversion Models Based on the Cloude-Pottier Decomposition

Application of Microwave Data for Agriculture Area

An Adaptive Method for the Construction of Digital Terrain Model from Lidar Data

Fourier Array Processing for Buried Victims Detection Using Ultra Wide Band Radar with Uncalibrated Sensors

Automatic Detection of Oceanic Eddies in SeaWiFS-Derived Color Images Using Neural Networks and Shape Analysis

Seismic Fault Detection Based on a Curvilinear Support

Impact of Correlators and Receivers Failures on the MIRAS Instrument Onboard SMOS

Assimilation of SST Satellite Images for Estimation of Ocean Circulation Velocity

Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes

Superoverlay Deployment in Grid-Enabled Image Processing

Research on Urban Spatial Information Extraction and Land Use Analysis

A New Adaptive Fuzzy Clustering Algorithm for Remotely Sensed Images

Integrated Landscape Pattern and Classification Tree for Land Use Classification in Inland River Basin of China Arid Region

Classification of Lidar Data Using Standard Deviation of Elevation and Characteristic Point Features

Fuzzy Super Resolution Mapping Based on Markov Random Fields

Reducing Need for Collocated Ground and Satellite based Observations in Statistical Aerosol Optical Depth Estimation

A Fuzzy Homogeneity Test for the Iterative Guided Spectral Class Rejection Algorithm

Comparison of Correlation Filters for Vehicles Detection in High Resolution Airborne Imagery

Non-Parameter Correlation Analysis in Polarimetric Signature and its Application to Change Detection in Polarimetric SAR

Discrimination of Nuclear Explosions Sites by Seismic Signals using Intrinsic Mode Functions and Multi-Modal Data Space

Synchronous and Hierarchical Seismic Pattern Detection Using Simulated Annealing

Automatic Point Target Detection for Interactive Visual Analysis of SAR Images

SAR Target Recognition Based on MRF and Gabor Wavelet Feature Extraction

Super-Resolution of Polarimetric SAR Images Based on Target Decomposition and Polarimetric Spatial Correlation

Development of a Web-Based Application to Evaluate Target Finding Algorithms

Reducing the Computational Load of Hyperspectral Band Selection Using the One-Bit Transform of Hyperspectral Bands

Ant Colony Optimization Algorithm for Feature Selection and Classification of Multispectral Remote Sensing Image

Extended Subspace Method for Remote Sensing Image Classification

Kernel-Based Nonlinear Feature Extraction for Image Classification

Texture Analysis and its Application for Single-Band SAR Thematic Information Extraction

Empirical Mode Decomposition Pre-Process for Higher Accuracy Hyperspectral Image Classification

Adaboost-NWFE Classification Scheme for Hyperspectral Image

Wavelet Packet Tree Pruning Metrics for Hyperspectral Feature Extraction

Spatio-Temporal Segmentation Based on Subsequences of Satellite Image Time Series

Estimating Biophysical Variables at 250 M with Reconstructed EOS/MODIS Time Series to Monitor Fragmented Landscapes

Comparison of Multitemporal MODIS-EVI Smoothing Algorithms and its Contribution to Crop Monitoring

Inferring Deformation Fields from Multidate Satellite Images

Hyperspectral Image Compression Based on the Protection of Information of Interest

An Efficient On-Board Lossless Compression Design for Remote Sensing Image Data

Anomaly-Based Hyperspectral Image Compression

Lossless Compression of Hyperspectral Imagery Via Lookup Tables and Classified Linear Spectral Prediction

Improvements to 3D-Tarp Coding for the Compression of Hyperspectral Imagery

Parallel Data Compression for Hyperspectral Imagery

Parallel Processing for Normal Mixture Models of Hyperspectral Data Using a Graphics Processor

A Parallel Simulated Annealing Approach to Band Selection for Hyperspectral Imagery

Towards the Definition of a Flexible Hyperspectral Processing Chain: Preliminary Case Study Using High-Resolution Urban Data

A Novel Fuzzy C-Means Method for Hyperspectral Image Classification

Kernel-Based KNN and Gaussian Classifiers for Hyperspectral Image Classification

Augmenting a Hierarchical Classifier for Hyperspectral Data by Exploiting Spatial Correlation

Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes

A Parallel Approach for Initialization of High-Order Statistics Anomaly Detection in Hyperspectral Imagery

Supervised Region-Based Segmentation of Quickbird Multispectral Imagery

High Resolution Remote Sensing Image Analysis with Exogenous Data: A Generic Framework

Quickbird Panchromatic Images for Mapping Damage at Building Scale Caused by the 2003 Bam Earthquake

A Combined Global and Local Approach for Automated Registration of High-Resolution Satellite Images Using Optimum Extrema Points

Shadow Segmentation and Compensation in High Resolution Satellite Images

The Research on Image Classification of Remote Sensing Based on an Improved Neural Network

A Study for Near-Shore Characterization Using High-Resolution Hyperspectral and Multispectral Images

An Algorithm to Calibrate Field Cameras for Stereo Clouds

Fast Colour Balance Adjustment of IKONOS Imagery Using CUDA

Improved MSG-SEVIRI Images Cloud Masking and Evaluation of its Impact on the Fire Detection Methods

Highly accurate Geometric Correction for NOAA AVHRR data considering the feature of elevation and the feature of coastline

Position Estimation Using Texture Information in NOAA-AVHRR Data for Geometric Correction

Construction of an Image Quality Assessment Model for Use on Board an Leo Satellite

Influence of camera distortions on satellite image registration and change detection applications

Singular Unit Restoration Based on Complex-Valued Markov Random Field Model for Insar Interferograms

Spatial Resolution Enhancement of SMOS Data: A Combined Fourier Wavelet Approach

Using Synthetic Variable ratio Method to Fuse Multi-source Remotely Sensed Images Based on Sensor Spectral Response

Research on Improving Spatial Resolution of RS Images Based on Quadtree Decomposition

A Novel Strategy for Precise Geometric Registration of GIS and Satellite Images

Multi-Sensor Image Fusion Based on Transferable Parameters

A Progressive Refinement Approach to Aerial Image Registration Using Local Transform Perturbations

UAV-Video Registration Using Block-Based Features

A Novel Feature Enhanced MMI Based Registration Algorithm for Automated Maps and Images

Automatic Registration of Optical Images, a Stake for Future Missions: Application to Ortho-Rectification, Time Series and Mosaic Products

Spatial and Temporal Attractiveness Analysis Through Geo-Referenced Photo Alignment

Overview of Wind Lidar Techniques and Current Related Developments at the Technical University of Catalonia

Simulations of Space-Based CO2 Measurements: Measurement Impacts on Mesoscale Transport Modeling

Space Borne Laser and Airborne Lidar Experiences at L'Estartit (Spain)

Accuracy Analysis of Geo-Referencing by Vehicle-Borne Position and Orientation System in Laser Scanning

Study on the Resolution of Laser Scanning Point Cloud

Laser Intensity Used in Classification of Lidar Point Cloud Data

The use of the SHOALS waveforms to mapping habitat within the seamless benthoscape

Initials Results of the Passive Advanced Unit - Synthetic Aperture (PAU-SA)

Fast Processing Tool for SMOS Data

A General Platform for Millimeter Wave Synthetic Aperture Radiometers

A Rectangular Array for Motion Induced Synthetic Aperture Radiometer

Assessment on Linearity Errors in Detectors for Interferometric Radiometers

Image Retrieval Simulations for the GEO Atmospheric Sounder (GAS)

Dual-643 GHz and 874 GHz Airborne Radiometers for Ice Cloud Measurements

Initial Results of an Airborne Light-Weight L-Band Radiometer

Compact Dual Polarization Feeding System of HY-2 Calibration Radiometer

Brightness temperature retrieval with scale-model antenna patterns of the aquarius l-band radiometer

Post-Launch Assessment of the METOP-A AMSU-A Performance

Design and Test of a New Truck-Mounted Microwave Radiometer for Remote Sensing Research

Radiometric Calibration of Korean Spaceborne Microwave Radiometer DREAM

Combined Airborne Radio-instruments for Ocean and Land Studies (CAROLS)

Carols Campaign, Scientific Data Analysis Results

Radiometric Validation of Microwave Satellite Instruments Using the Npoess Aircraft Sounder Testbed-Microwave (NAST-M) Sensor

Radiometric performance of Clouds and the Earth's Radiant Energy system (CERES) instrument sensors aboard EOS Terra and Aqua spacecraft

Inter-Satellite Radiometer Calibration of WindSat, TMI and SSMI

The Geomorphometry of Rainfall-Induced Landslides in Alishan Area Obtained by Airborne Lidar and Digital Photography

Prediction on Changes of Permafrost in Northeastern China During the $21^{st}$ Century Using the Combination of the Equivalent-Latitude and Finite Element Models

Loess Magnetic Susceptibility in Central Asia and its Paleoclimatic Significance

Assessing Image Processing Techniques for Mapping Landslides

Land Subsidence Investigation Along Railway Using Permanent Scatterers SAR Interferometry

CR-Based SAR-Interferometry for Landslide Monitoring

A Study on Using Natural Source Super Low Frequency Electromagnetic wave to Explore Goaf

Insar Analysis of Land Subsidence Caused by Groundwater Exploitation in Changping, Beijing, China

Using Remote Sensing for Mapping the Effects of Natural Hazards in New Zealand

Assessing Expansive Soil Engineering Parameters Using Spectroscopy

Remote Sensing Analysis of Recent Active Tectonics in Pamir Using Digital Elevation Model: River Profile Approach

Use of Multispectral Data Extracting Information of Gold Ore Bearing Rocks by MPH Technique in Hatu Gold Occurrence Area in Western China

Discrimination of Geological End Members Using Hyperion Imagery: Preliminary Results, Big Bend National Park, Texas

Semantic Representation of Geographic Concept Based on Ontology Property

Trust Management Model in Distribute GIS

A Semantic Search Engine for Spatial Web Portals

Research on Querying for Metadata Service Based on Geo-Ontology

A Two-Phase Load-Balancing Framework of Parallel GIS Operations

Utilizing Grid Computing to Support Near Real-Time Geospatial Applications

The Design of Dynamic Grid Workflow Web Portal for Remote Sensing Information Service

GloSDC: A Framework for a Global Spatial Data Catalog

Optimization of Urban Drain Layout Using GIS

On the GTP-Based 3D Modeling Method for Complex Geological Body

Estimation of Terrain Slope Using a Compensation-Lambertian Method from Single-Pass Polsar Data

Accessibility Assessment of Urban Green Space: A Quantitative Perspective

Matching Research of Object Model with Terrain in Multi-Scale 3D Scene

Mapping Mineral Potential by Combining Multi-Scale and Multi-Source Geo-Information

Research on the Sharing and Interoperation of Geospatial Information Based on the Combination of GRDI and OGC

The Design and Implementation of Online Video-Distributing System Based on the Technology of Vehicle-Borne Mobile Data Collection System

Serving Aura HIRDLS Level 2 Data Through OGC WCS

Augmenting the OGC Web Processing Service with Message-Based Asynchronous Notification

Three Dimensional Terrain Visualization on the Internet Using NURBS Method

A High performance Communication Program for a GPS-based Vehicle Tracing Mobile Platform

Design and Implementation of Common Map Symbol System in GIS

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

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

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

IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293)

IGARSS '98. Sensing and Managing the Environment. 1998 IEEE International Geoscience and Remote Sensing. Symposium Proceedings. (Cat. No.98CH36174)

IGARSS'97. 1997 IEEE International Geoscience and Remote Sensing Symposium Proceedings. Remote Sensing - A Scientific Vision for Sustainable Development

IGARSS '96. 1996 International Geoscience and Remote Sensing Symposium

1995 International Geoscience and Remote Sensing Symposium, IGARSS '95. Quantitative Remote Sensing for Science and Applications

Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium

Proceedings of IGARSS '93 - IEEE International Geoscience and Remote Sensing Symposium

[Proceedings] IGARSS '92 International Geoscience and Remote Sensing Symposium

[Proceedings] IGARSS'91 Remote Sensing: Global Monitoring for Earth Management

10th Annual International Symposium on Geoscience and Remote Sensing

12th Canadian Symposium on Remote Sensing Geoscience and Remote Sensing Symposium,

International Geoscience and Remote Sensing Symposium, 'Remote Sensing: Moving Toward the 21st Century'.

Hyperspectral Data Segmentation and Classification in Precision Agriculture: A Multi-Scale Analysis

Content Provider	IEEE Xplore Digital Library
Author	Lanthier, Y. Bannari, A. Haboudane, D. Miller, J.R. Tremblay, N.
Copyright Year	2008
Description	Author affiliation: Dept. of Earth & Space Sci.&Eng., York Univ., Toronto, ON (Miller, J.R.) \|\| Agric. & Agri-Food Canada, St. Jean-sur-Richelieu, QC (Tremblay, N.) \|\| Lab. d'expertise et de Rech. en teledetection et geomatique (LERTG), Univ. du Quebec a Chicoutimi, Chicoutimi, QC (Haboudane, D.) \|\| Dept. of Geogr., Univ. of Ottawa, Ottawa, ON (Lanthier, Y.; Bannari, A.)
Abstract	The conventional pixel-oriented classification is the most commonly used approach in remote sensing for land use product extraction. The object-oriented classification based on the image segmentation is an alternative, which uses the pixel context, texture and shapes, in addition to their spectral characteristics. This paper reports on a comparative study between supervised pixel-oriented and object-oriented classifications in a precision agriculture context using three hyperspectral images. The images were acquired with the Compact Airborne Spectrographic Imager (CASI) sensor at three different altitudes, providing three different spatial resolutions: 1, 2 and 4 m. Pixel-oriented classifications were carried out using the maximum likelihood algorithm, and object-oriented classifications with a hierarchical segmentation and nearest neighbor classifier. The raw CASI data were transformed to absolute ground reflectance using calibration coefficients determined in the laboratory and the CAM5S radiative transfer code for atmospheric corrections. After segmentation, statistical comparison on the mean difference to neighbor objects confirmed that the segments had minimum mixing effects in respect to other segmentation levels and neighboring ground entities. After accuracy analysis on the classifications, the segmentation process allowed for the use of a spatially coarser hyperspectral image (4 m with kappa of 0.8268) to achieve better results than pixel oriented classification of spatially finer hyperspectral image (1 m with kappa of 0.7730), in the task of delineating agricultural classes.
File Size	1063463
File Format	PDF
ISBN	9781424428076
DOI	10.1109/IGARSS.2008.4779060
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	Hyperspectral imaging Agriculture Image segmentation Hyperspectral sensors Pixel Remote sensing Data mining Shape Image sensors Sensor phenomena and characterization IKONOS Object-Oriented segmentation precision agriculture hyperspectral imagery CASI Probe-1
Content Type	Text
Resource Type	Article

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