Effects of hyperspectral data transformations on urban inter-class separations using a support vector machine
This study investigated the performance of different data types used in a hyperspectral data classification process. Data in the form of spectral reflectance, first derivative spectra and wavelet coefficients were used as inputs for the Support Vector Machine (SVM) algorithm used to classify five di...
| Main Authors: | Misman, Muhamad Afizzul, Mohd Shafri, Helmi Zulhaidi, Raja Ahmad, Raja Mohd Kamil |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Asian Network for Scientific Information
2010
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/14357/ http://psasir.upm.edu.my/id/eprint/14357/1/Effects%20of%20hyperspectral%20data%20transformations%20on%20urban%20inter-class%20separations%20using%20a%20support%20vector%20machine.pdf |
Similar Items
Effects of data transformation and classifier selections on urban feature discrimination using hyperspectral imagery
by: Misman, Muhamad Afizzul
Published: (2012)
by: Misman, Muhamad Afizzul
Published: (2012)
Using hyperspectral remote sensing data in urban mapping over Kuala Lumpur
by: Taherzadeh, Ebrahim, et al.
Published: (2011)
by: Taherzadeh, Ebrahim, et al.
Published: (2011)
The use of hyperspectral remote sensing systems in precision agriculture: current status and future trends
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016)
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016)
A comparison of support vector machine and decision tree classifications using satellite data of Langkawi Island
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
Combining data mining algorithm and object-based image analysis for detailed urban mapping of hyperspectral images
by: Hamedianfar, Alireza, et al.
Published: (2014)
by: Hamedianfar, Alireza, et al.
Published: (2014)
Mapping Malaysian urban environment from airborne hyperspectral sensor system in the VIS-NIR (0.4-1.1 μm) spectrum
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
A review on hyperspectral remote sensing for homogeneous and
heterogeneous forest biodiversity assessment
by: Ghiyamat, Azadeh, et al.
Published: (2010)
by: Ghiyamat, Azadeh, et al.
Published: (2010)
Trends and issues in noise reduction for hyperspectral
vegetation reflectance spectra
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
Support vector machine classification to detect land cover changes in Halabja city, Iraq
by: Al-Doski, Jwan M. Mohammed, et al.
Published: (2013)
by: Al-Doski, Jwan M. Mohammed, et al.
Published: (2013)
A stable and accurate wavelet-based method for noise reduction from hyperspectral vegetation spectrum
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2015)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2015)
Synergistic use of genetic algorithm and spectral angle mapper for hyperspectral band selection of roof materials
by: Kalantar, Bahareh, et al.
Published: (2016)
by: Kalantar, Bahareh, et al.
Published: (2016)
Analysis of hyperspectral reflectance for disease classification of soybean frogeye leaf spot using Knime analytics
by: Ang, Yuhao, et al.
Published: (2023)
by: Ang, Yuhao, et al.
Published: (2023)
Impact of discrete wavelet transform on discriminating airborne hyperspectral tropical rainforest tree species
by: Ghiyamat, Azadeh, et al.
Published: (2014)
by: Ghiyamat, Azadeh, et al.
Published: (2014)
Airborne hyperspectral discrimination of tree species with different ages using discrete wavelet transform
by: Ghiyamat, A., et al.
Published: (2015)
by: Ghiyamat, A., et al.
Published: (2015)
Hyperspectral imagery for mapping disease infection in oil palm plantation using vegetation indices and red edge techniques
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
Determination of optimal wavelet denoising parameters for red edge feature extraction from hyperspectral data
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
A comparison of hyperspectral data and worldview-2 images to detect impervious surface.
by: Taherzadeh, Ebrahim, et al.
Published: (2012)
by: Taherzadeh, Ebrahim, et al.
Published: (2012)
One-class support vector machines for protein-protein interactions prediction
by: Alashwal, H., et al.
Published: (2006)
by: Alashwal, H., et al.
Published: (2006)
Hyperspectral discrimination of tree species with different classifications using single- and multiple-endmember.
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2013)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2013)
Spectral discrimination of healthy and Ganoderma-infected oil palms from hyperspectral data.
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
Texture classification using wavelet transform and support vector machines
by: Yeo, Alvin Zong Yun
Published: (2011)
by: Yeo, Alvin Zong Yun
Published: (2011)
Fast shot boundary detection based on separable moments and support vector machine
by: Idan, Zinah N., et al.
Published: (2021)
by: Idan, Zinah N., et al.
Published: (2021)
A relative evaluation of multi-class image classification by support vector machines
by: Foody, Giles M., et al.
Published: (2004)
by: Foody, Giles M., et al.
Published: (2004)
Animal sound activity detection using multi-class support vector machines
by: Astuti, Winda, et al.
Published: (2011)
by: Astuti, Winda, et al.
Published: (2011)
Spectral band configuration for airborne hyperspectral imaging of tropical forest.
by: Nuruddin, Ahmad Ainuddin, et al.
Published: (2009)
by: Nuruddin, Ahmad Ainuddin, et al.
Published: (2009)
Structural geological mapping in Simpang Pulai to Pos Selim, Malaysia utilising satellite imagery
by: Ramli, Mohammad Firuz, et al.
Published: (2008)
by: Ramli, Mohammad Firuz, et al.
Published: (2008)
Comparison between topographic expression of RADARSAT and DEM in Simpang Pulai to Pos Selim, Malaysia.
by: Ramli, Mohammad Firuz, et al.
Published: (2010)
by: Ramli, Mohammad Firuz, et al.
Published: (2010)
Non-destructive detection of asymptomatic Ganoderma boninense infection of oil palm seedlings using NIR-hyperspectral data and support vector machine
by: Bejo, Siti Khairunniza, et al.
Published: (2021)
by: Bejo, Siti Khairunniza, et al.
Published: (2021)
Hyperspectral image classification by integrating attention-based LSTM and hybrid spectral networks
by: Ahmed AL-Kubaisi, Mohammed, et al.
Published: (2022)
by: Ahmed AL-Kubaisi, Mohammed, et al.
Published: (2022)
Vector class
by: Shah, Asadullah, et al.
Published: (2011)
by: Shah, Asadullah, et al.
Published: (2011)
Application of slantlet transform based support vector machine for power quality detection and classification
by: Mohd Noh, Faridah Hanim, et al.
Published: (2015)
by: Mohd Noh, Faridah Hanim, et al.
Published: (2015)
Non-fiducial based ECG biometric authentication using one-class support vector machine
by: Hejazi, Maryamsadat, et al.
Published: (2017)
by: Hejazi, Maryamsadat, et al.
Published: (2017)
Development and utilization of urban spectral library for remote sensing of urban environment
by: Mohd Nasarudin, Nurul Ezaty, et al.
Published: (2011)
by: Mohd Nasarudin, Nurul Ezaty, et al.
Published: (2011)
Spectral separability of tropical forest tree species using airbone hyperspectral imager
by: Jusoff, Kamaruzaman, et al.
Published: (2009)
by: Jusoff, Kamaruzaman, et al.
Published: (2009)
Email categorization using support vector machine
by: Mohd. Daud, Mariah
Published: (2004)
by: Mohd. Daud, Mariah
Published: (2004)
Development of fuzzy rule-based parameters for urban object-oriented classification using very high resolution imagery
by: Hamedianfar, Alireza, et al.
Published: (2014)
by: Hamedianfar, Alireza, et al.
Published: (2014)
Combining object-based classification and data mining algorithm to classify urban surface materials from worldview-2 satellite image
by: Hamedianfar, Alireza, et al.
Published: (2014)
by: Hamedianfar, Alireza, et al.
Published: (2014)
Stock market predicton using support vector machines
by: Md. Sap, Mohd. Noor, et al.
Published: (2005)
by: Md. Sap, Mohd. Noor, et al.
Published: (2005)
Support Vector Machine For Forecasting Currency Rates
by: Dovdon, Gankhuyag
Published: (2003)
by: Dovdon, Gankhuyag
Published: (2003)
Support Vector Machine For Forecasting Currency Rates
by: Dovdon, Gankhuyag
Published: (2003)
by: Dovdon, Gankhuyag
Published: (2003)
Similar Items
-
Effects of data transformation and classifier selections on urban feature discrimination using hyperspectral imagery
by: Misman, Muhamad Afizzul
Published: (2012) -
Using hyperspectral remote sensing data in urban mapping over Kuala Lumpur
by: Taherzadeh, Ebrahim, et al.
Published: (2011) -
The use of hyperspectral remote sensing systems in precision agriculture: current status and future trends
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016) -
A comparison of support vector machine and decision tree classifications using satellite data of Langkawi Island
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009) -
Combining data mining algorithm and object-based image analysis for detailed urban mapping of hyperspectral images
by: Hamedianfar, Alireza, et al.
Published: (2014)