Improving specific class mapping from remotely sensed data by cost-sensitive learning

QR Code

Improving specific class mapping from remotely sensed data by cost-sensitive learning

In many remote-sensing projects, one is usually interested in a small number of land-cover classes present in a study area and not in all the land-cover classes that make-up the landscape. Previous studies in supervised classification of satellite images have tackled specific class mapping problem b...

Full description

Bibliographic Details
Main Authors:	Silva, Joel, Bacao, Fernando, Dieng, Maguette, Foody, Giles M., Caetano, Mario
Format:	Article
Published:	Taylor & Francis 2017
Subjects:	Support vector machines; land cover mapping; specific class mapping; remote sensing; Landsat; cost-sensitive learning
Online Access:	https://eprints.nottingham.ac.uk/41520/

Similar Items

A model-based approach for mapping rangelands covers using Landsat TM image data.
by: Ajorlo, M, et al.
Published: (2009)

Fractals and fuzzy sets for modelling the heterogenity and spatial complexity of urban landscapes using multiscale remote sensing data
by: Islam, Zahurul
Published: (2004)

Enhancing the spatial resolution of Landsat data for mapping urban areas
by: Momeni, Rahman
Published: (2017)

Super-resolution mapping
by: Muad, Anuar Mikdad
Published: (2011)

Shallow water substrate mapping using hyperspectral remote sensing
by: Fearns, Peter, et al.
Published: (2011)

Valuing map validation: the need for rigorous land cover map accuracy assessment in economic valuations of ecosystem services
by: Foody, Giles M.
Published: (2015)

Spatial-temporal fraction map fusion with multi-scale remotely sensed images
by: Zhang, Yihang, et al.
Published: (2018)

The sensitivity of mapping methods to reference data quality: training supervised image classifications with imperfect reference data
by: Foody, Giles M., et al.
Published: (2016)

Efficient and accurate set-based registration of time-separated aerial images
by: Arandjelovic, O., et al.
Published: (2015)

A superresolution land-cover change detection method using remotely sensed images with different spatial resolutions
by: Li, Xiaodong, et al.
Published: (2016)

Improving super-resolution mapping through combining multiple super-resolution land-cover maps
by: Li, Xiaodong, et al.
Published: (2016)

Factors influencing the accuracy of remote sensing classifications: a comparative study
by: Pal, Mahesh
Published: (2002)

Monitoring thermal pollution in rivers downstream of dams with Landsat ETM+ thermal infrared images
by: Ling, Feng, et al.
Published: (2017)

Coastal resources mapping of Besut (Terengganu Coast) using microBRIAN digital mapping technology and Landsat MSS satellite data
by: Mohammed, Mohd. Ibrahim, et al.
Published: (1991)

Assessing a temporal change strategy for sub-pixel land cover change mapping from multi-scale remote sensing imagery
by: Ling, Feng, et al.
Published: (2016)

Delineating mangrove forest zone using spectral reflectance
by: Abdul Whab @ Abdul Wahab,, Zulfa
Published: (2020)

Vegetation health assessment in peat swamp forest and agriculture using the integration of vegetation indices and drought indices
by: Musa, Nurul Fatin
Published: (2020)

Detection of roof materials based on an object-oriented approach using worldview-2 satellite imagery
by: Mobarakeh, Ebrahim Taherzadeh
Published: (2014)

Improvement of land cover mapping using Sentinel 2 and Landsat 8 imageries via non-parametric classification
by: Myaser, Jwan
Published: (2020)

Mapping mesquite (Prosopis) distribution and density using visual aerial surveys
by: Van Klinken, R., et al.
Published: (2007)

Comparison of supervised classification technique of landuse map using high resolution image / Muhammad Firdaus Mohammad Harun
by: Mohammad Harun, Muhammad Firdaus
Published: (2019)

Wave Spectra and Shoreline Change Studies by Remote Sensing
by: Marghany, Maged Mahmoud
Published: (2000)

Remote sensing and GIS application for monitoring forest management operations
by: Ratnayake, Ranitha
Published: (2004)

Using remote sensing and GIS to detect and monitor land use and land cover change in Dhaka Metropolitan of Bangladesh during 1960-2005
by: Dewan, Ashraf, et al.
Published: (2009)

Mapping the regolith and its mineralogy of the Tick Hill region, Mount Isa, Queensland, using Hymap and ASTER remote sensing data
by: Agustin, Fitriani
Published: (2011)

Integration of remotely sensed data and GIS in NRCS model / Nuratifah Zaharudin
by: Zaharudin, Nuratifah
Published: (2008)

Hominin home ranges and habitat variability: exploring modern African analogues using remote sensing
by: O'Regan, Hannah J., et al.
Published: (2016)

Determination of Chlorophyll-A and Total Suspended Sediment Using Airborne Remote Sensing Data
by: Jasni, Akmalhisham
Published: (2007)

Modern fringing reef carbonates from equatorial SE Asia: An integrated environmental, sediment and satellite characterisation study.
by: Madden, Robert, et al.
Published: (2013)

Multispectral remote sensing for nitrogen fertilizer management in oil palm
by: Khouzani, Mohammad Yadegari
Published: (2017)

Support vector regression with chaos-based firefly algorithm for stock market price forecasting
by: Kazem, A., et al.
Published: (2012)

Comparative studies of remotely sensed coastline mapping techniques / Siti Aekbal Salleh, Nurhanis Syazlia Hasshim and Nor Aizam Adnan
by: Salleh, Siti Aekbal, et al.
Published: (2015)

A new class of efficient piecewise nonlinear chaotic maps for secure cryptosystems
by: Li, Y., et al.
Published: (2009)

Remote sensing of agricultural salinity.
by: Hick, Peter T.
Published: (1987)

Remote sensing restores predictability of ectotherm body temperature in the world’s forests
by: Algar, Adam C., et al.
Published: (2018)

Remotely sensed solutions for plant diversity conservation
by: Baena, Susana
Published: (2018)

Reducing the dimensionality of hyperspectral remotely sensed data with applications for maximum likelihood image classification
by: Santich, Norman Ty
Published: (2007)

Dynamics of land use/cover changes and the analysis of landscape fragmentation in Dhaka Metropolitan, Bangladesh
by: Dewan, Ashraf, et al.
Published: (2012)

Anoles & Drones: revealing controls on anole abundance and mapping sub-canopy thermal habitat using remote sensing, on the island of Utila, Honduras
by: Higgins, Emma A.
Published: (2022)

Land cover mapping of the Mekong Delta with sentinel-1 synthetic aperture radar
by: Ngo, Duc Khanh
Published: (2024)