Evaluation of Features Derived from High-Resolution Multispectral Imagery and LiDAR Data for Object-Based Support Vector Machine Classification of Tree Species

Matthew Roffey; Jinfei Wang

doi:10.1080/07038992.2020.1809363

Evaluation of Features Derived from High-Resolution Multispectral Imagery and LiDAR Data for Object-Based Support Vector Machine Classification of Tree Species

Canadian Journal of Remote Sensing ◽

10.1080/07038992.2020.1809363 ◽

2020 ◽

Vol 46 (4) ◽

pp. 473-488

Author(s):

Matthew Roffey ◽

Jinfei Wang

Keyword(s):

Support Vector Machine ◽

High Resolution ◽

Tree Species ◽

Support Vector ◽

Lidar Data ◽

Multispectral Imagery ◽

Support Vector Machine Classification ◽

Object Based

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SUPPORT VECTOR MACHINE CLASSIFICATION OF OBJECT-BASED DATA FOR CROP MAPPING, USING MULTI-TEMPORAL LANDSAT IMAGERY

ISPRS - International Archives of the Photogrammetry Remote Sensing and Spatial Information Sciences ◽

10.5194/isprsarchives-xxxix-b7-185-2012 ◽

2012 ◽

Vol XXXIX-B7 ◽

pp. 185-190 ◽

Cited By ~ 24

Author(s):

R. Devadas ◽

R. J. Denham ◽

M. Pringle

Keyword(s):

Support Vector Machine ◽

Landsat Imagery ◽

Support Vector ◽

Support Vector Machine Classification ◽

Object Based ◽

Multi Temporal ◽

Crop Mapping

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Mapping Savanna Tree Species at Ecosystem Scales Using Support Vector Machine Classification and BRDF Correction on Airborne Hyperspectral and LiDAR Data

Remote Sensing ◽

10.3390/rs4113462 ◽

2012 ◽

Vol 4 (11) ◽

pp. 3462-3480 ◽

Cited By ~ 117

Author(s):

Matthew Colgan ◽

Claire Baldeck ◽

Jean-Baptiste Féret ◽

Gregory Asner

Keyword(s):

Support Vector Machine ◽

Tree Species ◽

Support Vector ◽

Lidar Data ◽

Support Vector Machine Classification

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Impact of atmospheric correction and image filtering on hyperspectral classification of tree species using support vector machine

Journal of Applied Remote Sensing ◽

10.1117/1.jrs.9.095990 ◽

2015 ◽

Vol 9 (1) ◽

pp. 095990 ◽

Cited By ~ 4

Author(s):

Morteza Shahriari Nia ◽

Daisy Zhe Wang ◽

Stephanie Ann Bohlman ◽

Paul Gader ◽

Sarah J. Graves ◽

...

Keyword(s):

Support Vector Machine ◽

Tree Species ◽

Atmospheric Correction ◽

Image Filtering ◽

Support Vector ◽

Hyperspectral Classification

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Lung cancer diagnosis and staging using firefly algorithm fuzzy C-means segmentation and support vector machine classification of lung nodules

International Journal of Biomedical Engineering and Technology ◽

10.1504/ijbet.2021.119504 ◽

2021 ◽

Vol 37 (2) ◽

pp. 185

Author(s):

M. Lavanya ◽

P. Muthu Kannan ◽

M. Arivalagan

Keyword(s):

Lung Cancer ◽

Support Vector Machine ◽

Cancer Diagnosis ◽

Firefly Algorithm ◽

Support Vector ◽

Lung Nodules ◽

Fuzzy C Means ◽

Support Vector Machine Classification ◽

Lung Cancer Diagnosis

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A comparison of pixel-based decision tree and object-based Support Vector Machine methods for land-cover classification based on aerial images and airborne lidar data

International Journal of Remote Sensing ◽

10.1080/01431161.2017.1371864 ◽

2017 ◽

Vol 38 (23) ◽

pp. 7176-7195 ◽

Cited By ~ 12

Author(s):

Qiong Wu ◽

Ruofei Zhong ◽

Wenji Zhao ◽

Han Fu ◽

Kai Song

Keyword(s):

Support Vector Machine ◽

Land Cover ◽

Decision Tree ◽

Land Cover Classification ◽

Airborne Lidar ◽

Aerial Images ◽

Support Vector ◽

Lidar Data ◽

Object Based ◽

Airborne Lidar Data

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Metamorphic Malware Detection Based on Support Vector Machine Classification of Malware Sub-Signatures

TELKOMNIKA (Telecommunication Computing Electronics and Control) ◽

10.12928/telkomnika.v14i3.3850 ◽

2016 ◽

Vol 14 (3) ◽

pp. 1157 ◽

Cited By ~ 4

Author(s):

Ban Mohammed Khammas ◽

Alireza Monemi ◽

Ismahani Ismail ◽

Sulaiman Mohd Nor ◽

M.N. Marsono

Keyword(s):

Support Vector Machine ◽

Malware Detection ◽

Support Vector ◽

Support Vector Machine Classification ◽

Metamorphic Malware

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Stability Classification of Surrounding Rock Based on Support Vector Machine Classification Theory

Communications in Computer and Information Science - Communications and Information Processing ◽

10.1007/978-3-642-31968-6_14 ◽

2012 ◽

pp. 115-122

Author(s):

Chang-xing-Zhu ◽

Fenge-Wang

Keyword(s):

Support Vector Machine ◽

Surrounding Rock ◽

Classification Theory ◽

Support Vector ◽

Support Vector Machine Classification ◽

Stability Classification

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Support Vector Machine Classification of Probability Models and Peptide Features for Improved Peptide Identification from Shotgun Proteomics

Sixth International Conference on Machine Learning and Applications (ICMLA 2007) ◽

10.1109/icmla.2007.17 ◽

2007 ◽

Cited By ~ 1

Author(s):

Bobbie-Jo M. Webb-Robertson ◽

Christopher S. Oehmen ◽

William R. Cannon

Keyword(s):

Support Vector Machine ◽

Peptide Identification ◽

Shotgun Proteomics ◽

Support Vector ◽

Probability Models ◽

Support Vector Machine Classification

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A New Algorithm for the Evaluation of Shotgun Peptide Sequencing in Proteomics: Support Vector Machine Classification of Peptide MS/MS Spectra and SEQUEST Scores

Journal of Proteome Research ◽

10.1021/pr0255654 ◽

2003 ◽

Vol 2 (2) ◽

pp. 137-146 ◽

Cited By ~ 121

Author(s):

D. C. Anderson ◽

Weiqun Li ◽

Donald G. Payan ◽

William Stafford Noble

Keyword(s):

Support Vector Machine ◽

Peptide Sequencing ◽

Support Vector ◽

Support Vector Machine Classification

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Automatic change detection in high-resolution remote-sensing images by means of level set evolution and support vector machine classification

International Journal of Remote Sensing ◽

10.1080/01431161.2014.951740 ◽

2014 ◽

Vol 35 (16) ◽

pp. 6255-6270 ◽

Cited By ~ 14

Author(s):

Guo Cao ◽

Yupeng Li ◽

Yazhou Liu ◽

Yanfeng Shang

Keyword(s):

Remote Sensing ◽

Support Vector Machine ◽

High Resolution ◽

Change Detection ◽

Level Set ◽

Support Vector ◽

Remote Sensing Images ◽

Support Vector Machine Classification ◽

Level Set Evolution

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