NDLI: Transductive SVMs for semisupervised classification of hyperspectral data

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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

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.

Volume 8 - 2005

Volume 7 - 2005

Volume 6 - 2005

Volume 5 - 2005

Volume 4 - 2005

Volume 3 - 2005

Volume 2 - 2005

Volume 1 - 2005

25th Anniversary IGARSS 2005 IEEE International Geoscience and Remote Sensing Symposium

IEEE GRSS AdCom, Officers and Committee Chairs

2005 IEEE IGARSS Technical Program Committee

Table of contents

RADARSAT-1 image quality excellence in the extended mission

RADARSAT-1 background mission monitoring of the Arctic

RADARSAT-2 Program update

Countdown for RADARSAT-2 system operations

Test evolution: RADARSAT-1 to RADARSAT-2

Applications potential of RADARSAT-2 - update

Application of multiresolution and multispectral polarimetric techniques for reliable vessel monitoring and control

Comparison of polarimetric SAR techniques for the measurement of directional ocean wave spectra

Evaluation of the ESPRIT approach in polarimetric interferometric SAR

Investigating polarimetric SAR data for cryospheric monitoring in a Canadian environment

New eigenvalue-based parameters for natural media characterization

Polarimetric characteristics of radar echoes from near shore wave fields at low grazing angles

Polarimetric SAR image classification employing subaperture polarimetric analysis

Polarimetric SAR stereo using Pi-SAR square loop path

Synthetic aperture radar (SAR)-based mapping of wildfire burn severity and recovery

Flood and soil wetness monitoring over the Mackenzie River Basin using AMSR-E 37 GHz brightness temperature

Application of flood monitoring from satellite for insurances

A coupled soil-snow-atmosphere transfer model

Global current measurements in rivers by spaceborne along-track InSAR

The potential of TRMM/PR data to monitor snow in Tibetan Plateau

Global Precipitation Measurement update

The Global Precipitation Measurement (GPM) Microwave Imager (GMI) instrument: role, performance, and status

Sampling simulation for estimating the sampling error of space-time average rain rate for TRMM and GPM mission

The inherent error in passive microwave rainfall estimation as inferred from the TRMM data

Algorithm science to operations for the National Polar-orbiting Operational Environmental Satellite System (NPOESS) visible/infrared imager/radiometer suite (VIIRS)

Advanced technology microwave sounder on the National Polar-Orbiting Operational Environmental Satellite System

NPOESS conical microwave imager/sounder: warm load calibration issues and progress

VIIRS initial performance verification. Subassembly, early integration and ambient phase I testing of EDU

Intersatellite calibration of polar-orbiting radiometers using the SNO/SCO method

Development and enhancement of calibration/validation toolkit for supporting NPOESS/NPP missions

Compression of hyperspectral images with 2D wavelet transform using adjacent information and SPIHT slgorithm

Distributed source coding of hyperspectral images

Companding and PCA compression of spectrum sets

JPEG2000 coding strategies for hyperspectral data

Low-complexity lossless/near-lossless compression of hyperspectral imagery through classified linear spectral prediction

NURBS representation for sets of spectral signatures

Embedded lossy to lossless compression of hyperspectral images using JPEG 2000

Influence of mark embedding strategies on lossless compression of ultraspectral images

Wavelet lossless compression of ultraspectral sounder data

Application of overcomplete ICA to SAR image compression

Model based SAR data compression

Random forest classifiers for hyperspectral data

Transductive SVMs for semisupervised classification of hyperspectral data

A random subspace method with automatic dimensionality selection for hyperspectral image classification

Spatio-temporal contextual image classification based on Spatial AdaBoost

Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis

Use of pre-conscious vision and geometric characterizations for automatic man-made object recognition

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Hierarchical support vector machines

A remote sensing-based net primary productivity model for semi-arid grasslands: model description and validation

A research on the evolution of ecological environment and resources exploitation in Xinjiang

Detection of land desertification and topsoil grain size using remote sensing

Land cover classification in Western Loess Plateau of China with MODIS imagery

Monitoring sandy desertification of Minqin oasis, northwest China by remote sensing and GIS

Study on the dynamic changes of land desertification in Yulin Prefecture, northwestern China based on RS and GIS

The trend analysis of land use degradation in Beijing surrounding area using TM data and high resolution DEM

Analysis of urban heat island using a remote sensing model

A method of merging aerial images and ground laser scans

Change detection for the urban area based on multiple sensor information fusion

Detection and evaluation of vegetation change and urbanization in the central China

Surface deformation in Mokpo area observed with synthetic aperture radar interferometry

Evaluating corner detectors for the extraction of man-made structures in urban areas

Comparative study on urban spatial layout of Beijing with world metropolises based on RS & GIS

Analyses the relationship between urban dynamic change pattern of the Yangtze River delta and the ecological environment

Monitoring the biophysical composition changes of urban environments using normalized spectral mixture analysis

Object-oriented classification of orthophotos to support update of spatial databases

Building remote sensing database on grid

Inter-agency collaborations: federal agencies work with colleges and universities to offer interdisciplinary training in remote sensing, ocean and marine science

Legal issues on public access to remote sensing data in Taiwan

Texture models for high-resolution ocean microwave imagery

Wavenumber spectrum of intermediate-scale ocean surface waves

Atmospheric fronts off the east coast of Taiwan studied by ERS synthetic aperture radar imagery

Airborne measurements of rain and the ocean surface backscatter response at C- and Ku-band

Impact on sea surface salinity retrieval of multi-source auxiliary data within the SMOS mission

Impact of the Sun on remote sensing of sea surface salinity from space

Oil slick detection and characterization by satellite and airborne sensors: experimental results with SAR, hyperspectral and lidar data

A new classification method based on Cloude Pottier eigenvalue/eigenvector decomposition

Efficient segmentation of geophysical field images on basis of independent component analysis

Estimation of a buried pipe location by borehole radar

MRF model parameter estimation for contextual supervised classification of remote-sensing images

One-dimensional model-based approach for ISAR imaging

Signal processing algorithms for FMCW moving target indicator synthetic aperture radar

Snow covered area estimation using satellite radar wide swath images

Statistical agreement between observed microwave satellite radiances and NWP hydrometeors including hexagonal plates and rosettes

Topography accommodation during motion compensation in interferometric repeat-pass SAR images

POLSAR speckle filtering with structural feature and scattering property preservation

Road extraction from high-resolution SAR imagery using Hough transform

Fast algorithms for binary cross-correlation

Synthesis of generalized vertical-plane weather radar imagery along aircraft flight paths

Bistatic GPR by using an optical electric field sensor

Evaluation of an array type directional borehole radar system

Drill head mounted obstacle avoidance radar

Subsurface water-filled fracture detection by borehole radar: a case history

Effective 3D GPR survey and its application to the exploration of old remains

Adaptive wire bow-tie antenna for ground penetrating radar

Ultra wideband radar assembly kit

Signal processing method for detection of subsurface objects by ultra-wideband SAR

Landmine imaging by a hand-held GPR and metal detector sensor (ALIS)

Incorporating a vegetation index into a soil moisture retrieval model $results from Convair-580 SAR data

A simple method for spatial disaggregation of radiometer derived soil moisture using higher resolution radar observations

Soil moisture maps from ENVISAT ASAR images in both flat and mountainous areas

Soil moisture retrieval from ASAR measurements over natural surfaces with a large roughness variability

The MOSS VHF/UHF spaceborne SAR system testbed

Land-surface parameters estimation from ERS Wind Scatterometer: a case study in China

Derivation of near surface soil moisture patterns from ENVISAT ASAR data

Polarization discrimination ratio approach to retrieve bare soil moisture at X-band

A balloon-borne 620-650 GHz SIS receiver for atmospheric observations

Remote sensing using bistatic GPS and a digital beam-steering receiver

Salient features of radar nodes of the first generation NetRad System

Synthetic aperture sonar 3-D imaging of targets in air using multiple, non-parallel shot lines

Handheld microwave radiometer for education and outreach

A study of the sedimentrary environments in the Korean tidal flat using Landsat TM/ETM+, Kompsat EOC, and IKONOS

An experimental study on the image-based atmospheric correction method for high resolution multispectral data

Application of KOMPSAT-2 to the detection of microphytobenthos in tidal flats

Application of template matching method to traffic feature detection using KOMPSAT EOC imagery

Automated extraction of road networks from IKONOS data in urban area

Enhanced semi-automatic image classification of high-resolution data

Evaluation of the spectral shape matching method (SSMM) for correcting the atmospheric effects in the satellite VIS/NIR imagery

CryoSat prelaunch status and performance

High resolution DSM generation from ALOS PRISM data - pre-launch simulation and assessment plans

Korean spaceborne microwave radiometer on STSAT-2: Dual-channel Radiometers for Earth and Atmosphere Monitoring (DREAM)

Small satellite constellation for disaster monitoring in China

Coordinated science campaign scheduling for sensor webs

Goddard Atmospheric Composition Data Center: Aura data and services in one place

Task multi-level decompose in grid-VGE

A parallelepiped multispectral image classifier using genetic algorithms

Increasing soft classification accuracy through the use of an ensemble of classifiers

Improvement of road extraction in high resolution SAR data by a context-based approach

Unsupervised oil slick detection by SAR imagery using kernel expansion

Speckle filtering influence on unsupervised terrain classification based on polarimetric scattering mechanisms

Automatic remotely sensed data clustering by tree-structured self-organizing maps

Automatic cloud detection on high resolution images

A time-efficient clustering method for pure class selection

Land cover mapping at sub-pixel scales using remote sensing imagery

Elimination of systematic errors from airborne laser scanning data

Data acquisition for 3D city models from LIDAR extracting buildings and roads

Segmentation of ALSM point data and the prediction of subcanopy sunlight distribution

Inventory survey of conversion farmlands to forest by Landsat TM and field survey in upstream of Yangtze rivers in China

GIS-assisted modelling of the spatial distribution of Qinghai spruce (Picea crassifolia) in the Qilian Mountains, northwestern China

Research on the application mode of spatial information technology for precision agriculture in Xinjiang

Impacts of climate change on winter wheat production in China

A new algorithm on delineation of management zone

Assimilation of ASAR data for wheat yield prediction: Matera case study

A novel portable crop environment factors stress and grain quality monitoring instrument

Research on magnoliaceae species geographic distribution and protect measures by using GIS of Guangdong province China

Full-wave analysis of the magnetostatic surface waves excited by a single microstrip line transducer

On the scattering properties of composite materials

Simple statistical model of scattering by tree for site-specific channel model for wireless communication applications

Wave propagation and dispersion characteristics in an electrically gyrotropic medium

Microwave model of remote sensing of snow based on dense media radiative transfer theory with numerical Maxwell model of 3D simulations (NMM3D)

Electromagnetic scattering from multilayer rough surfaces based on extended boundary condition formulation and transition matrix approach

Reflection and transmission of plane waves at the planar interface of a magnetically gyrotropic medium

Design and implementation of small watershed management information system

A CSCW-based interpreting system of remote sensing imagery

Study of task managing strategy in remote sensing information analysis and service grid node

An efficient software-based security acceleration methods for open LBS services

Study of topological relations between vague regions in discrete space based on rough sets

Freeze-thaw processes radar remote sensing modeling and image processing

Study on remote sensing image metadata management and issue

Interpolation system for generating meteorological surfaces using to compute evapotranspiration in Haihe river basin

GIS-based digital mining management information system: a case in Laozhaiwan gold mine

Design of high-spatial resolution remote sensing data processing system and its implementation

A GI services grid for public health management and disease control

Sketch map generation method using leveled spatial indexing technique in a mobile environment

Cross-calibration of EO-1 MODIS to SZ-3 CMODIS using Dunhuang test site

Target adjacency influence estimation using ground spectrum measurement and Landsat-5 data

Parallel algorithm of geometrical correction for MODIS data based on triangulation network

An efficient rotation-invariance remote image matching algorithm based on feature points matching

A new method to locate high resolution satellite imagery without ground control points based on prediction

Spatial data integrity ensuring mechanism in SDBMS

A new method of generating grid DEM from contour lines

Computer modeling of line-track with in-situ sample data in the application of remote sensing technology

A new pretreatment approach of eliminating abnormal data in discrete time series

GRAPES 3DVAR and its preliminary application on remote sensing data assimilation

Further validation for the scaling rule of the spatial independent variables on the basis of the image assimilation and the simultaneous experiment

Assimilating TOPEX/Poseidon data into an adjoint numerical tidal model in the East China Sea

Clock synchronization protocol for distributed satellite networks

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'.

Transductive SVMs for semisupervised classification of hyperspectral data

Content Provider	IEEE Xplore Digital Library
Author	Bruzzone, L. Mingmin Chi Marconcini, M.
Copyright Year	2005
Description	Author affiliation: Dept. of Inf. & Commun. Technol., Trento Univ., Italy (Bruzzone, L.; Mingmin Chi; Marconcini, M.)
Abstract	This paper presents transductive support vector machines (TSVMs) for the semisupervised classification of hyperspectral remote sensing images. On the basis of the analysis of TSVMs recently introduced in the machine learning literature and of the properties of hyperspectral classification problems, a specific TSVM algorithm is proposed to alleviate the Hughes phenomenon in a nonparametric and kernel-based classification framework. The extension of the proposed technique to multiclass cases is also discussed. Experimental results obtained on a real hyperspectral image point out that when small-size training data are available, the proposed TSVMs outperform standard inductive support vector machines (ISVMs).
File Size	142480
File Format	PDF
ISBN	0780390504
DOI	10.1109/IGARSS.2005.1526130
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2005-07-29
Publisher Place	South Korea
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Support vector machines Support vector machine classification Hyperspectral imaging Hyperspectral sensors Remote sensing Image sensors Parameter estimation Kernel Algorithm design and analysis Machine learning
Content Type	Text
Resource Type	Article

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