Analysis of hyperspectral reflectance for disease classification of soybean frogeye leaf spot using Knime analytics
The feasibility of classifying soybean frogeye leaf spot (FLS) has been investigated with the advance of hyperspectral technology. Hyperspectral reflectance data of healthy and FLS disease soybeans were used. The first step was to smooth out the data by using a filtering technique namely Savitzky-Go...
| Main Authors: | Ang, Yuhao, Mohd Shafri, Helmi Zulhaidi |
|---|---|
| Format: | Article |
| Published: |
Universiti Kebangsaan Malaysia
2023
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/106513/ |
Similar Items
Data science with KNIME
by: Anting, Nickholas
Published: (2022)
by: Anting, Nickholas
Published: (2022)
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)
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)
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)
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)
Early detection of basal stem rot disease (Ganoderma) in oil palms based on hyperspectral reflectance data using pattern recognition algorithms
by: Liaghat, Shohreh, et al.
Published: (2014)
by: Liaghat, Shohreh, et al.
Published: (2014)
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)
Crusty Leaf Spot Disease of Mango
by: Lim, Tong Kwee, et al.
Published: (1983)
by: Lim, Tong Kwee, et al.
Published: (1983)
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)
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)
Assessment of weed classification using hyperspectral reflectance and optimal multispectral UAV imagery
by: Che’Ya, Nik Norasma, et al.
Published: (2021)
by: Che’Ya, Nik Norasma, et al.
Published: (2021)
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)
A leaf spot disease of Angsana in Sarawak.
by: Bong, C. F. J.
Published: (1986)
by: Bong, C. F. J.
Published: (1986)
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)
Per-pixel and object-oriented classification methods for mapping urban land cover extraction using SPOT 5 imagery
by: Jebur, Mustafa Neamah, et al.
Published: (2014)
by: Jebur, Mustafa Neamah, 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)
Attention-based multiscale deep learning with unsampled pixel utilization for hyperspectral image classification
by: AL-Kubaisi, Mohammed Ahmed, et al.
Published: (2023)
by: AL-Kubaisi, Mohammed Ahmed, et al.
Published: (2023)
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)
Hyperspectral image analysis techniques for the detection and classification of the early onset of plant disease and stress
by: Lowe, Amy, et al.
Published: (2017)
by: Lowe, Amy, et al.
Published: (2017)
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)
Feature selection for classification of hyperspectral data by SVM
by: Pal, Mahesh, et al.
Published: (2010)
by: Pal, Mahesh, et al.
Published: (2010)
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)
Effects of hyperspectral data transformations on urban inter-class separations using a support vector machine
by: Misman, Muhamad Afizzul, et al.
Published: (2010)
by: Misman, Muhamad Afizzul, et al.
Published: (2010)
Complex circular leaf spot (CCLS) disease detection in Malaysian rubber plantation
by: Syd Ali, Nusaibah
Published: (2024)
by: Syd Ali, Nusaibah
Published: (2024)
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)
Assessment of leaf spot and anthracnose diseases in nurseries and it relationship with oil palm seedling ages
by: Vadamalai, Ganesan, et al.
Published: (2018)
by: Vadamalai, Ganesan, et al.
Published: (2018)
Colletotrichum siamense and Pestalotiopsis jesteri as potential pathogens of new rubber leaf spot disease via detached leaf assay
by: Sharifah Aliya, Syed Sagaff, et al.
Published: (2022)
by: Sharifah Aliya, Syed Sagaff, et al.
Published: (2022)
Pre-processing and classification of airborne hyperspectral data for wetlands mapping
by: Lau, Alvin Meng Shin
Published: (2004)
by: Lau, Alvin Meng Shin
Published: (2004)
Improved wavelet denoising of hyperspectral reflectance using level-independent wavelet thresholding
by: Md Yusof, Mohd Rozni
Published: (2011)
by: Md Yusof, Mohd Rozni
Published: (2011)
Classification of leaf disease from image processing technique
by: Md Kamal, Mahanijah, et al.
Published: (2018)
by: Md Kamal, Mahanijah, et al.
Published: (2018)
Leaf spot on lettuce (Lactuca sativa) caused by Stemphylium solani, a new disease in Malaysia.
by: Nasehi, Abbas, et al.
Published: (2013)
by: Nasehi, Abbas, et al.
Published: (2013)
Isolation and identification of fungal pathogen causing leaf spot disease in oil palm at nursery stage
by: Mohd Zahri, Siti Zubaidah
Published: (2016)
by: Mohd Zahri, Siti Zubaidah
Published: (2016)
Reflectance spectral characterization and mineralogy of acid sulphate soil in subsurface using hyperspectral data
by: Shi, Xianzhong, et al.
Published: (2014)
by: Shi, Xianzhong, et al.
Published: (2014)
Morphological and molecular characterization of Curvularia and related species associated with leaf spot disease of rice in Peninsular Malaysia
by: Kusai, Nor Azizah, et al.
Published: (2016)
by: Kusai, Nor Azizah, et al.
Published: (2016)
Identification and characterization of fungi associated with leaf spot disease of rubber trees (Hevea brasiliensis) in Pahang, Malaysia
by: Mohd Zainudin, Nur Ain Izzati, et al.
Published: (2023)
by: Mohd Zainudin, Nur Ain Izzati, et al.
Published: (2023)
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)
Similar Items
-
Data science with KNIME
by: Anting, Nickholas
Published: (2022) -
Trends and issues in noise reduction for hyperspectral
vegetation reflectance spectra
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009) -
Hyperspectral discrimination of tree species with different classifications using single- and multiple-endmember.
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2013) -
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) -
The use of hyperspectral remote sensing systems in precision agriculture: current status and future trends
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016)