메뉴 건너뛰기




Volumn 35, Issue 10, 2014, Pages 3440-3458

Land-use/cover classification in a heterogeneous coastal landscape using RapidEye imagery: evaluating the performance of random forest and support vector machines classifiers

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DECISION TREES; IMAGE ENHANCEMENT; IMAGE RESOLUTION; LAND USE; MAPS; SUPPORT VECTOR MACHINES;

EID: 84901651305     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2014.903435     Document Type: Article
Times cited : (342)

References (86)
  • 1
    • 70350618328 scopus 로고    scopus 로고
    • Spectral Discrimination of Papyrus Vegetation (Cyperus Papyrus L.) in Swamp Wetlands Using Field Spectrometry
    • Adam, E., and O. Mutanga. 2009. "Spectral Discrimination of Papyrus Vegetation (Cyperus Papyrus L.) in Swamp Wetlands Using Field Spectrometry." ISPRS Journal of Photogrammetry and Remote Sensing 64 (6): 612-620. doi:10.1016/j.isprsjprs.2009.04.004.
    • (2009) ISPRS Journal of Photogrammetry and Remote Sensing , vol.64 , Issue.6 , pp. 612-620
    • Adam, E.1    Mutanga, O.2
  • 2
    • 82155171319 scopus 로고    scopus 로고
    • Discriminating the Papyrus Vegetation (Cyperus Papyrus L.) and its Co-Existent Species Using Random Forest and Hyperspectral Data Resampled to HYMAP
    • Adam, E. M., O. Mutanga, D. Rugege, and R. Ismail. 2012. "Discriminating the Papyrus Vegetation (Cyperus Papyrus L.) and its Co-Existent Species Using Random Forest and Hyperspectral Data Resampled to HYMAP." International Journal of Remote Sensing 33 (2): 552-569. doi:10.1080/01431161.2010.543182.
    • (2012) International Journal of Remote Sensing , vol.33 , Issue.2 , pp. 552-569
    • Adam, E.M.1    Mutanga, O.2    Rugege, D.3    Ismail, R.4
  • 3
    • 3242731593 scopus 로고    scopus 로고
    • Comparison of Simulated IKONOS and SPOT HRV Imagery for Classifying Urban Areas
    • In: Mesev V., editors London,: Taylor and Francis
    • Aplin, P. 2003. "Comparison of Simulated IKONOS and SPOT HRV Imagery for Classifying Urban Areas." In Remotely Sensed Cities, edited by V. Mesev, 23-44. London: Taylor and Francis.
    • (2003) Remotely Sensed Cities , pp. 23-44
    • Aplin, P.1
  • 4
    • 36148958952 scopus 로고    scopus 로고
    • Satellite-Based Sensors Operating in the Visible and Infrared Wavelengths
    • In: Aronoff S., editors Redlands, CA,: ESRI Press
    • Aronoff, S. 2005. "Satellite-Based Sensors Operating in the Visible and Infrared Wavelengths." In Remote Sensing for GIS Managers, edited by S. Aronoff, 167-196. Redlands, CA: ESRI Press.
    • (2005) Remote Sensing for GIS Managers , pp. 167-196
    • Aronoff, S.1
  • 5
    • 28544448542 scopus 로고    scopus 로고
    • Image Segmentation Methods for Object-Based: Including the Spatial Domain
    • In: De Jong S. M., Van der Meer F. D., editors Netherlands,: Springer
    • Blaschke, T., C. Burnett, and A. Pekkarinen. 2006. "Image Segmentation Methods for Object-Based: Including the Spatial Domain." In Analysis and Classification Remote Sensing Image Analysis, edited by S. M. De Jong and F. D. Van der Meer, 211-236. Netherlands: Springer.
    • (2006) Analysis and Classification Remote Sensing Image Analysis , pp. 211-236
    • Blaschke, T.1    Burnett, C.2    Pekkarinen, A.3
  • 6
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman, L. 2001. "Random Forests." Machine Learning 45 (1): 5-32. doi:10.1023/A:1010933404324.
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 7
    • 0033578380 scopus 로고    scopus 로고
    • Support Vector Machines for Optimal Classification and Spectral Unmixing
    • Brown, M., S. R. Gunn, and H. G. Lewis. 1999. "Support Vector Machines for Optimal Classification and Spectral Unmixing." Ecological Modelling 120: 167-179. doi:10.1016/S0304-3800(99)00100-3.
    • (1999) Ecological Modelling , vol.120 , pp. 167-179
    • Brown, M.1    Gunn, S.R.2    Lewis, H.G.3
  • 8
    • 27144489164 scopus 로고    scopus 로고
    • A Tutorial on Support Vector Machines for Pattern Recognition
    • Burges, C. J. C. 1998. "A Tutorial on Support Vector Machines for Pattern Recognition." Data Mining and Knowledge Discovery 2 (2): 121-167. doi:10.1023/A:1009715923555.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 10
    • 3242688826 scopus 로고    scopus 로고
    • Mapping Vegetation in a Heterogeneous Mountain Rangeland Using Landsat Data: An Alternative Method to Define and Classify Land-Cover Units
    • Cingolani, A. M., D. Renison, M. R. Zak, and M. R. Cabido. 2004. "Mapping Vegetation in a Heterogeneous Mountain Rangeland Using Landsat Data: An Alternative Method to Define and Classify Land-Cover Units." Remote Sensing of Environment 92 (1): 84-97. doi:10.1016/j.rse.2004.05.008.
    • (2004) Remote Sensing of Environment , vol.92 , Issue.1 , pp. 84-97
    • Cingolani, A.M.1    Renison, D.2    Zak, M.R.3    Cabido, M.R.4
  • 11
    • 0027525734 scopus 로고
    • Artificial Neural Networks for Land-Cover Classification and Mapping
    • Civco, D. L. 1993. "Artificial Neural Networks for Land-Cover Classification and Mapping." International Journal of Geographical Information Systems 7 (2): 173-186. doi:10.1080/02693799308901949.
    • (1993) International Journal of Geographical Information Systems , vol.7 , Issue.2 , pp. 173-186
    • Civco, D.L.1
  • 12
    • 84973587732 scopus 로고
    • A Coefficient of Agreement for Nominal Scales
    • Cohen, J. 1960. "A Coefficient of Agreement for Nominal Scales." Educational and Psychological Measurement 20 (1): 37-4614. doi:10.1177/001316446002000104.
    • (1960) Educational and Psychological Measurement , vol.20 , Issue.1 , pp. 37-4614
    • Cohen, J.1
  • 13
    • 0026459879 scopus 로고
    • Estimating Structural Attributes of Douglas-Fir/Western Hemlock Forest Stands from Landsat and SPOT Imagery
    • Cohen, W. B., and T. A. Spies. 1992. "Estimating Structural Attributes of Douglas-Fir/Western Hemlock Forest Stands from Landsat and SPOT Imagery." Remote Sensing of Environment 41 (1): 1-17. doi:10.1016/0034-4257(92)90056-P.
    • (1992) Remote Sensing of Environment , vol.41 , Issue.1 , pp. 1-17
    • Cohen, W.B.1    Spies, T.A.2
  • 15
    • 0026278621 scopus 로고
    • A Review of Assessing the Accuracy of Classifications of Remotely Sensed Data
    • Congalton, R. G. 1991. "A Review of Assessing the Accuracy of Classifications of Remotely Sensed Data." Remote Sensing of Environment 37: 35-46. doi:10.1016/0034-4257(91)90048-B.
    • (1991) Remote Sensing of Environment , vol.37 , pp. 35-46
    • Congalton, R.G.1
  • 16
    • 34249753618 scopus 로고
    • Support-Vector Networks
    • Cortes, C., and V. Vapnik. 1995. "Support-Vector Networks." Machine Learning 20: 273-297. doi:10.1007/BF00994018.
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 17
    • 70349172947 scopus 로고    scopus 로고
    • The Role of Spectral Resolution and Classifier Complexity in the Analysis of Hyperspectral Images of Forest Areas
    • Dalponte, M., L. Bruzzone, L. Vescovo, and D. Gianelle. 2009. "The Role of Spectral Resolution and Classifier Complexity in the Analysis of Hyperspectral Images of Forest Areas." Remote Sensing of Environment 113 (11): 2345-2355. doi:10.1016/j.rse.2009.06.013.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.11 , pp. 2345-2355
    • Dalponte, M.1    Bruzzone, L.2    Vescovo, L.3    Gianelle, D.4
  • 18
    • 48249085703 scopus 로고    scopus 로고
    • PCA-Based Land-Use Change Detection and Analysis Using Multitemporal and Multisensor Satellite Data
    • Deng, J. S., K. Wang, Y. H. Deng, and G. J. Qi. 2008. "PCA-Based Land-Use Change Detection and Analysis Using Multitemporal and Multisensor Satellite Data." International Journal of Remote Sensing 29 (16): 4823-4838. doi:10.1080/01431160801950162.
    • (2008) International Journal of Remote Sensing , vol.29 , Issue.16 , pp. 4823-4838
    • Deng, J.S.1    Wang, K.2    Deng, Y.H.3    Qi, G.J.4
  • 19
    • 84455200427 scopus 로고    scopus 로고
    • A Comparison of Pixel-Based and Object-Based Image Analysis with Selected Machine Learning Algorithms for the Classification of Agricultural Landscapes Using SPOT-5 HRG Imagery
    • Duro, D. C., S. E. Franklin, and M. G. Dubé. 2012. "A Comparison of Pixel-Based and Object-Based Image Analysis with Selected Machine Learning Algorithms for the Classification of Agricultural Landscapes Using SPOT-5 HRG Imagery." Remote Sensing of Environment 118: 259-272. doi:10.1016/j.rse.2011.11.020.
    • (2012) Remote Sensing of Environment , vol.118 , pp. 259-272
    • Duro, D.C.1    Franklin, S.E.2    Dubé, M.G.3
  • 20
    • 34548360492 scopus 로고    scopus 로고
    • Using In-Situ Measurements to Evaluate the New RapidEye™ Satellite Series for Prediction of Wheat Nitrogen Status
    • Eitel, J., D. Long, P. Gessler, and A. Smith. 2007. "Using In-Situ Measurements to Evaluate the New RapidEye™ Satellite Series for Prediction of Wheat Nitrogen Status." International Journal of Remote Sensing 28 (18): 4183-4190. doi:10.1080/01431160701422213.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.18 , pp. 4183-4190
    • Eitel, J.1    Long, D.2    Gessler, P.3    Smith, A.4
  • 21
    • 1942439885 scopus 로고    scopus 로고
    • Comparison of Maximum Likelihood Classification Method with Supervised Artificial Neural Network Algorithms for Land Use Activities
    • Erbek, F. S., C. Özkan, and M. Taberner. 2004. "Comparison of Maximum Likelihood Classification Method with Supervised Artificial Neural Network Algorithms for Land Use Activities." International Journal of Remote Sensing 25 (9): 1733-1748. doi:10.1080/0143116031000150077.
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.9 , pp. 1733-1748
    • Erbek, F.S.1    Özkan, C.2    Taberner, M.3
  • 23
    • 0034108769 scopus 로고    scopus 로고
    • South African Land-Cover Characteristics Database: A Synopsis of the Landscape
    • Fairbanks, D., M. Thompson, D. Vink, T. Newby, H. Van den Berg, and D. Everard. 2000. "South African Land-Cover Characteristics Database: A Synopsis of the Landscape." South African Journal of Science 96: 69-82.
    • (2000)
    • Fairbanks, D.1    Thompson, M.2    Vink, D.3    Newby, T.4    Van den Berg, H.5    Everard, D.6
  • 24
    • 0036213079 scopus 로고    scopus 로고
    • Status of Land Cover Classification Accuracy Assessment
    • Foody, G. M. 2002. "Status of Land Cover Classification Accuracy Assessment." Remote Sensing of Environment 80 (1): 185-201. doi:10.1016/S0034-4257(01)00295-4.
    • (2002) Remote Sensing of Environment , vol.80 , Issue.1 , pp. 185-201
    • Foody, G.M.1
  • 25
    • 3042661357 scopus 로고    scopus 로고
    • Thematic Map Comparison: Evaluating the Statistical Significance of Differences in Classification Accuracy
    • Foody, G. M. 2004. "Thematic Map Comparison: Evaluating the Statistical Significance of Differences in Classification Accuracy." Photogrammetric Engineering and Remote Sensing 70 (5): 627-633. doi:10.14358/PERS.70.5.627.
    • (2004) Photogrammetric Engineering and Remote Sensing , vol.70 , Issue.5 , pp. 627-633
    • Foody, G.M.1
  • 26
    • 40749148989 scopus 로고    scopus 로고
    • Detecting Land Cover Change at the Jornada Experimental Range, New Mexico with ASTER Emissivities
    • French, A., T. Schmugge, J. Ritchie, A. Hsu, F. Jacob, and K. Ogawa. 2008. "Detecting Land Cover Change at the Jornada Experimental Range, New Mexico with ASTER Emissivities." Remote Sensing of Environment 112 (4): 1730-1748. doi:10.1016/j.rse.2007.08.020.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.4 , pp. 1730-1748
    • French, A.1    Schmugge, T.2    Ritchie, J.3    Hsu, A.4    Jacob, F.5    Ogawa, K.6
  • 27
    • 77957922514 scopus 로고    scopus 로고
    • Variable Selection Using Random Forests
    • Genuer, R., J.-M. Poggi, and C. Tuleau-Malot. 2010. "Variable Selection Using Random Forests." Pattern Recognition Letters 31 (14): 2225-2236. doi:10.1016/j.patrec.2010.03.014.
    • (2010) Pattern Recognition Letters , vol.31 , Issue.14 , pp. 2225-2236
    • Genuer, R.1    Poggi, J.-M.2    Tuleau-Malot, C.3
  • 29
    • 61849153080 scopus 로고    scopus 로고
    • Multitemporal Remote Sensing of Landscape Dynamics and Pattern Change: Describing Natural and Anthropogenic Trends
    • Gillanders, S. N., N. C. Coops, M. A. Wulder, S. E. Gergel, and T. Nelson. 2008. "Multitemporal Remote Sensing of Landscape Dynamics and Pattern Change: Describing Natural and Anthropogenic Trends." Progress in Physical Geography 32 (5): 503-528. doi:10.1177/0309133308098363.
    • (2008) Progress in Physical Geography , vol.32 , Issue.5 , pp. 503-528
    • Gillanders, S.N.1    Coops, N.C.2    Wulder, M.A.3    Gergel, S.E.4    Nelson, T.5
  • 30
    • 0942289132 scopus 로고    scopus 로고
    • Land Cover Characterization and Mapping of Continental Southeast Asia Using Multi-Resolution Satellite Sensor Data
    • Giri, C., P. Defourny, and S. Shrestha. 2003. "Land Cover Characterization and Mapping of Continental Southeast Asia Using Multi-Resolution Satellite Sensor Data." International Journal of Remote Sensing 24 (21): 4181-4196. doi:10.1080/0143116031000139827.
    • (2003) International Journal of Remote Sensing , vol.24 , Issue.21 , pp. 4181-4196
    • Giri, C.1    Defourny, P.2    Shrestha, S.3
  • 32
    • 0036505670 scopus 로고    scopus 로고
    • A Comparison of Methods for Multiclass Support Vector Machines
    • Hsu, C.-W., and C.-J. Lin. 2002. "A Comparison of Methods for Multiclass Support Vector Machines." IEEE Transactions on Neural Networks 13 (2): 415-425. doi:10.1109/72.991427.
    • (2002) IEEE Transactions on Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 33
    • 0037138473 scopus 로고    scopus 로고
    • An Assessment of Support Vector Machines for Land Cover Classification
    • Huang, C., L. S. Davis, and J. R. G. Townshend. 2002. "An Assessment of Support Vector Machines for Land Cover Classification." International Journal of Remote Sensing 23 (4): 725-749. doi:10.1080/01431160110040323.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 34
    • 39749188900 scopus 로고    scopus 로고
    • Use of a Dark Object Concept and Support Vector Machines to Automate Forest Cover Change Analysis
    • Huang, C., K. Song, S. Kim, J. R. G. Townshend, P. Davis, J. G. Masek, and S. N. Goward. 2008. "Use of a Dark Object Concept and Support Vector Machines to Automate Forest Cover Change Analysis." Remote Sensing of Environment 112: 970-985. doi:10.1016/j.rse.2007.07.023.
    • (2008) Remote Sensing of Environment , vol.112 , pp. 970-985
    • Huang, C.1    Song, K.2    Kim, S.3    Townshend, J.R.G.4    Davis, P.5    Masek, J.G.6    Goward, S.N.7
  • 36
    • 0026442955 scopus 로고
    • Land-Cover Discrimination in SPOT HRV Imagery Using an Artificial Neural Network-A 20-Class Experiment
    • Kanellopoulos, I., A. Varfis, G. Wilkinson, and J. Mégier. 1992. "Land-Cover Discrimination in SPOT HRV Imagery Using an Artificial Neural Network-A 20-Class Experiment." International Journal of Remote Sensing 13 (5): 917-924. doi:10.1080/01431169208904164.
    • (1992) International Journal of Remote Sensing , vol.13 , Issue.5 , pp. 917-924
    • Kanellopoulos, I.1    Varfis, A.2    Wilkinson, G.3    Mégier, J.4
  • 38
    • 67650759361 scopus 로고    scopus 로고
    • A Kernel Functions Analysis for Support Vector Machines for Land Cover Classification
    • Kavzoglu, T., and I. Colkesen. 2009a. "A Kernel Functions Analysis for Support Vector Machines for Land Cover Classification." International Journal of Applied Earth Observation and Geoinformation 11 (5): 352-359. doi:10.1016/j.jag.2009.06.002.
    • (2009) International Journal of Applied Earth Observation and Geoinformation , vol.11 , Issue.5 , pp. 352-359
    • Kavzoglu, T.1    Colkesen, I.2
  • 40
    • 63749121428 scopus 로고    scopus 로고
    • Land Cover Mapping of Large Areas Using Chain Classification of Neighboring Landsat Satellite Images
    • Knorn, J., A. Rabe, V. C. Radeloff, T. Kuemmerle, J. Kozak, and P. Hostert. 2009. "Land Cover Mapping of Large Areas Using Chain Classification of Neighboring Landsat Satellite Images." Remote Sensing of Environment 113 (5): 957-964. doi:10.1016/j.rse.2009.01.010.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.5 , pp. 957-964
    • Knorn, J.1    Rabe, A.2    Radeloff, V.C.3    Kuemmerle, T.4    Kozak, J.5    Hostert, P.6
  • 41
    • 33745115697 scopus 로고    scopus 로고
    • Comparing Accuracy Assessments to Infer Superiority of Image Classification Methods
    • Leeuw, J. D., H. Jia, L. Yang, X. Liu, K. Schmidt, and A. K. Skidmore. 2006. "Comparing Accuracy Assessments to Infer Superiority of Image Classification Methods." International Journal of Remote Sensing 27 (1): 223-232. doi:10.1080/01431160500275762.
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.1 , pp. 223-232
    • Leeuw, J.D.1    Jia, H.2    Yang, L.3    Liu, X.4    Schmidt, K.5    Skidmore, A.K.6
  • 42
    • 77956136943 scopus 로고    scopus 로고
    • A Random Forest of Combined Features in the Classification of Cut Tobacco Based on Gas Chromatography Fingerprinting
    • Lin, X., L. Sun, Y. Li, Z. Guo, Y. Li, K. Zhong, Q. Wang, X. Lu, Y. Yang, and G. Xu. 2010. "A Random Forest of Combined Features in the Classification of Cut Tobacco Based on Gas Chromatography Fingerprinting." Talanta 82 (4): 1571-1575. doi:10.1016/j.talanta.2010.07.053.
    • (2010) Talanta , vol.82 , Issue.4 , pp. 1571-1575
    • Lin, X.1    Sun, L.2    Li, Y.3    Guo, Z.4    Li, Y.5    Zhong, K.6    Wang, Q.7    Lu, X.8    Yang, Y.9    Xu, G.10
  • 45
    • 33947591833 scopus 로고    scopus 로고
    • A Survey of Image Classification Methods and Techniques for Improving Classification Performance
    • Lu, D., and Q. Weng. 2007. "A Survey of Image Classification Methods and Techniques for Improving Classification Performance." International Journal of Remote Sensing 28 (5): 823-870. doi:10.1080/01431160600746456
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.5 , pp. 823-870
    • Lu, D.1    Weng, Q.2
  • 46
    • 1242321271 scopus 로고    scopus 로고
    • Impacts of Imagery Temporal Frequency on Land-Cover Change Detection Monitoring
    • Lunetta, R. S., D. M. Johnson, J. G. Lyon, and J. Crotwell. 2004. "Impacts of Imagery Temporal Frequency on Land-Cover Change Detection Monitoring." Remote Sensing of Environment 89 (4): 444-454. doi:10.1016/j.rse.2003.10.022.
    • (2004) Remote Sensing of Environment , vol.89 , Issue.4 , pp. 444-454
    • Lunetta, R.S.1    Johnson, D.M.2    Lyon, J.G.3    Crotwell, J.4
  • 47
    • 57649140412 scopus 로고    scopus 로고
    • Multiclass and Binary SVM Classification: Implications for Training and Classification Users
    • Mathur, A., and G. M. Foody. 2008. "Multiclass and Binary SVM Classification: Implications for Training and Classification Users." IEEE Geoscience and Remote Sensing Letters 5 (2): 241-245. doi:10.1109/LGRS.2008.915597.
    • (2008) IEEE Geoscience and Remote Sensing Letters , vol.5 , Issue.2 , pp. 241-245
    • Mathur, A.1    Foody, G.M.2
  • 48
    • 33846903804 scopus 로고    scopus 로고
    • An Operational MISR Pixel Classifier Using Support Vector Machines
    • Mazzoni, D., M. J. Garay, R. Davies, and D. Nelson. 2007. "An Operational MISR Pixel Classifier Using Support Vector Machines." Remote Sensing of Environment 107: 149-158. doi:10.1016/j.rse.2006.06.021.
    • (2007) Remote Sensing of Environment , vol.107 , pp. 149-158
    • Mazzoni, D.1    Garay, M.J.2    Davies, R.3    Nelson, D.4
  • 50
    • 84864512878 scopus 로고    scopus 로고
    • High Density Biomass Estimation for Wetland Vegetation Using WorldView-2 Imagery and Random Forest Regression Algorithm
    • Mutanga, O., E. Adam, and M. A. Cho. 2012. "High Density Biomass Estimation for Wetland Vegetation Using WorldView-2 Imagery and Random Forest Regression Algorithm." International Journal of Applied Earth Observation and Geoinformation 18: 399-406. doi:10.1016/j.jag.2012.03.012.
    • (2012) International Journal of Applied Earth Observation and Geoinformation , vol.18 , pp. 399-406
    • Mutanga, O.1    Adam, E.2    Cho, M.A.3
  • 51
    • 34247531315 scopus 로고    scopus 로고
    • Red Edge Shift and Biochemical Content in Grass Canopies
    • Mutanga, O., and A. Skidmore. 2007. "Red Edge Shift and Biochemical Content in Grass Canopies." ISPRS Journal of Photogrammetry and Remote Sensing 62 (1): 34-42. doi:10.1016/j.isprsjprs.2007.02.001.
    • (2007) ISPRS Journal of Photogrammetry and Remote Sensing , vol.62 , Issue.1 , pp. 34-42
    • Mutanga, O.1    Skidmore, A.2
  • 52
    • 84890026289 scopus 로고    scopus 로고
    • Comparison of Machine Learning Algorithms Random Forest, Artificial Neural Network and Support Vector Machine to Maximum Likelihood for Supervised Crop Type Classification
    • Rio de Janeiro
    • Nitze, I., U. Schulthess, and H. Asche. 2012. "Comparison of Machine Learning Algorithms Random Forest, Artificial Neural Network and Support Vector Machine to Maximum Likelihood for Supervised Crop Type Classification." In Fourth International Conference on Geographic Object-Based Image Analysis (GEOBIA), 035, Rio de Janeiro, May 7-9.
    • (2012) Fourth International Conference on Geographic Object-Based Image Analysis (GEOBIA)
    • Nitze, I.1    Schulthess, U.2    Asche, H.3
  • 53
    • 84861986039 scopus 로고    scopus 로고
    • Remote Sensing Land-Cover Change in Port Elizabeth during South Africa's Democratic Transition
    • Odindi, J., P. Mhangara, and V. Kakembo. 2012. "Remote Sensing Land-Cover Change in Port Elizabeth during South Africa's Democratic Transition." South African Journal of Science 108 (5/6): 7. doi:10.4102/sajs.v108i5/6.886.
    • (2012) South African Journal of Science , vol.108 , Issue.5-6 , pp. 7
    • Odindi, J.1    Mhangara, P.2    Kakembo, V.3
  • 54
    • 0035041610 scopus 로고    scopus 로고
    • Land Cover Mapping in an Agricultural Setting Using Multiseasonal Thematic Mapper Data
    • Oetter, D. R., W. B. Cohen, M. Berterretche, T. K. Maiersperger, and R. E. Kennedy. 2001. "Land Cover Mapping in an Agricultural Setting Using Multiseasonal Thematic Mapper Data." Remote Sensing of Environment 76 (2): 139-155.doi:10.1016/S0034-4257(00)00202-9.
    • (2001) Remote Sensing of Environment , vol.76 , Issue.2 , pp. 139-155
    • Oetter, D.R.1    Cohen, W.B.2    Berterretche, M.3    Maiersperger, T.K.4    Kennedy, R.E.5
  • 55
    • 42949094902 scopus 로고    scopus 로고
    • An Objective Analysis of Support Vector Machine Based Classification for Remote Sensing
    • Oommen, T., D. Misra, N. K. C. Twarakavi, A. Prakash, B. Sahoo, and S. Bandopadhyay. 2008. "An Objective Analysis of Support Vector Machine Based Classification for Remote Sensing." Math Geoscience 40: 409-424. doi:10.1007/s11004-008-9156-6.
    • (2008) Math Geoscience , vol.40 , pp. 409-424
    • Oommen, T.1    Misra, D.2    Twarakavi, N.K.C.3    Prakash, A.4    Sahoo, B.5    Bandopadhyay, S.6
  • 56
    • 75449091147 scopus 로고    scopus 로고
    • Land Cover Change Assessment Using Decision Trees, Support Vector Machines and Maximum Likelihood Classification Algorithms
    • Otukei, J. R., and T. Blaschke. 2010. "Land Cover Change Assessment Using Decision Trees, Support Vector Machines and Maximum Likelihood Classification Algorithms." International Journal of Applied Earth Observation and Geoinformation 12 (Suppl 1): S27-S31. doi:10.1016/j.jag.2009.11.002.
    • (2010) International Journal of Applied Earth Observation and Geoinformation , vol.12 , Issue.SUPPL. 1
    • Otukei, J.R.1    Blaschke, T.2
  • 57
    • 13344278660 scopus 로고    scopus 로고
    • Random Forest Classifier for Remote Sensing Classification
    • Pal, M. 2005. "Random Forest Classifier for Remote Sensing Classification." International Journal of Remote Sensing 26 (1): 217-222. doi:10.1080/01431160412331269698.
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.1 , pp. 217-222
    • Pal, M.1
  • 58
    • 80255131087 scopus 로고    scopus 로고
    • Hyperion Hyperspectral Imagery Analysis Combined with Machine Learning Classifiers for Land Use/Cover Mapping
    • Petropoulos, G. P., K. Arvanitis, and N. Sigrimis. 2012. "Hyperion Hyperspectral Imagery Analysis Combined with Machine Learning Classifiers for Land Use/Cover Mapping." Expert Systems with Applications 39 (3): 3800-3809. doi:10.1016/j.eswa.2011.09.083.
    • (2012) Expert Systems with Applications , vol.39 , Issue.3 , pp. 3800-3809
    • Petropoulos, G.P.1    Arvanitis, K.2    Sigrimis, N.3
  • 59
    • 84857916067 scopus 로고    scopus 로고
    • Support Vector Machines and Object-Based Classification for Obtaining Land-Use/Cover Cartography from Hyperion Hyperspectral Imagery
    • Petropoulos, G. P., C. Kalaitzidis, and K. Prasad Vadrevu. 2012. "Support Vector Machines and Object-Based Classification for Obtaining Land-Use/Cover Cartography from Hyperion Hyperspectral Imagery." Computers & Geosciences 41: 99-107. doi:10.1016/j.cageo.2011.08.019.
    • (2012) Computers & Geosciences , vol.41 , pp. 99-107
    • Petropoulos, G.P.1    Kalaitzidis, C.2    Prasad Vadrevu, K.3
  • 60
    • 79952735644 scopus 로고    scopus 로고
    • Burnt Area Delineation from A Uni-Temporal Perspective Based on Landsat TM Imagery Classification Using Support Vector Machines
    • Petropoulos, G. P., C. Kontoes, and I. Keramitsoglou. 2011. "Burnt Area Delineation from A Uni-Temporal Perspective Based on Landsat TM Imagery Classification Using Support Vector Machines." International Journal of Applied Earth Observation and Geoinformation 13: 70-80. doi:10.1016/j.jag.2010.06.008.
    • (2011) International Journal of Applied Earth Observation and Geoinformation , vol.13 , pp. 70-80
    • Petropoulos, G.P.1    Kontoes, C.2    Keramitsoglou, I.3
  • 61
    • 84860521661 scopus 로고    scopus 로고
    • Support Vector Machines to Map Rare and Endangered Native Plants in Pacific Islands Forests
    • Pouteau, R., J.-Y. Meyer, R. Taputuarai, and B. Stoll. 2012. "Support Vector Machines to Map Rare and Endangered Native Plants in Pacific Islands Forests." Ecological Informatics 9: 37-46. doi:10.1016/j.ecoinf.2012.03.003.
    • (2012) Ecological Informatics , vol.9 , pp. 37-46
    • Pouteau, R.1    Meyer, J.-Y.2    Taputuarai, R.3    Stoll, B.4
  • 63
    • 84901663746 scopus 로고    scopus 로고
    • RapidEye. 2010. "RapidEye Satellite Constellation, Germany." Accessed June 2012. http://www.rapideye.net/upload/RE_Constellation.pdf.
    • (2010)
    • RapidEye1
  • 66
    • 34548510616 scopus 로고    scopus 로고
    • Mapping Specific Habitats from Remotely Sensed Imagery: Support Vector Machine and Support Vector Data Description Based Classification of Coastal Saltmarsh Habitats
    • Sanchez-Hernandez, C., D. S. Boyd, and G. M. Foody. 2007. "Mapping Specific Habitats from Remotely Sensed Imagery: Support Vector Machine and Support Vector Data Description Based Classification of Coastal Saltmarsh Habitats." Ecological Informatics 2 (2): 83-88. doi:10.1016/j.ecoinf.2007.04.003.
    • (2007) Ecological Informatics , vol.2 , Issue.2 , pp. 83-88
    • Sanchez-Hernandez, C.1    Boyd, D.S.2    Foody, G.M.3
  • 67
    • 84858015958 scopus 로고    scopus 로고
    • Testing the Red Edge Channel for Improving Land-Use Classifications Based on High-Resolution Multi-Spectral Satellite Data
    • Schuster, C., M. Förster, and B. Kleinschmit. 2012. "Testing the Red Edge Channel for Improving Land-Use Classifications Based on High-Resolution Multi-Spectral Satellite Data." International Journal of Remote Sensing 33 (17): 5583-5599. doi:10.1080/01431161.2012.666812.
    • (2012) International Journal of Remote Sensing , vol.33 , Issue.17 , pp. 5583-5599
    • Schuster, C.1    Förster, M.2    Kleinschmit, B.3
  • 68
    • 77954666931 scopus 로고    scopus 로고
    • The Multispectral Separability of Costa Rican Rainforest Types with Support Vector Machines and Random Forest Decision Trees
    • Sesnie, S. E., B. Finegan, P. E. Gessler, S. Thessler, Z. R. Bendana, and A. M. S. Smith. 2010. "The Multispectral Separability of Costa Rican Rainforest Types with Support Vector Machines and Random Forest Decision Trees." International Journal of Remote Sensing 31 (11): 2885-2909. doi:10.1080/01431160903140803.
    • (2010) International Journal of Remote Sensing , vol.31 , Issue.11 , pp. 2885-2909
    • Sesnie, S.E.1    Finegan, B.2    Gessler, P.E.3    Thessler, S.4    Bendana, Z.R.5    Smith, A.M.S.6
  • 69
    • 84865656808 scopus 로고    scopus 로고
    • Selection of Classification Techniques for Land Use/Land Cover Change Investigation
    • Srivastava, P. K., D. Han, M. R. Ramirez, M. Bray, and T. Islam. 2012. "Selection of Classification Techniques for Land Use/Land Cover Change Investigation." Advances in Space Research 50 (1): 1250-1265. doi:10.1016/j.asr.2012.06.032.
    • (2012) Advances in Space Research , vol.50 , Issue.1 , pp. 1250-1265
    • Srivastava, P.K.1    Han, D.2    Ramirez, M.R.3    Bray, M.4    Islam, T.5
  • 70
    • 27144550151 scopus 로고    scopus 로고
    • Assessment of ASTER Land Cover and MODIS NDVI Data at Multiple Scales for Ecological Characterization of an Arid Urban Center
    • Stefanov, W. L., and M. Netzband. 2005. "Assessment of ASTER Land Cover and MODIS NDVI Data at Multiple Scales for Ecological Characterization of an Arid Urban Center." Remote Sensing of Environment 99 (1-2): 31-43. doi:10.1016/j.rse.2005.04.024.
    • (2005) Remote Sensing of Environment , vol.99 , Issue.1-2 , pp. 31-43
    • Stefanov, W.L.1    Netzband, M.2
  • 71
    • 33747587384 scopus 로고    scopus 로고
    • Primary Habitats of the St Lucia Estuarine System, South Africa, and their Responses to Mouth Management
    • Taylor, R., J. B. Adams, and S. Haldorsen. 2006. "Primary Habitats of the St Lucia Estuarine System, South Africa, and their Responses to Mouth Management." African Journal of Aquatic Science 31 (1): 31-41. doi:10.2989/16085910609503869.
    • (2006) African Journal of Aquatic Science , vol.31 , Issue.1 , pp. 31-41
    • Taylor, R.1    Adams, J.B.2    Haldorsen, S.3
  • 72
    • 65549154236 scopus 로고    scopus 로고
    • Predicting Liquid Chromatographic Retention Times of Peptides from the Drosophila melanogaster Proteome by Machine Learning Approaches
    • Tian, F., L. Yang, F. Lv, and P. Zhou. 2009. "Predicting Liquid Chromatographic Retention Times of Peptides from the Drosophila melanogaster Proteome by Machine Learning Approaches." Analytica Chimica Acta 644 (1-2): 10-16. doi:10.1016/j.aca.2009.04.010.
    • (2009) Analytica Chimica Acta , vol.644 , Issue.1-2 , pp. 10-16
    • Tian, F.1    Yang, L.2    Lv, F.3    Zhou, P.4
  • 74
    • 0030265424 scopus 로고    scopus 로고
    • Vegetation Mapping on Hardwood Rangelands in California
    • Ustin, S. L., Q. J. Hart, L. Duan, and G. Scheer. 1996. "Vegetation Mapping on Hardwood Rangelands in California." International Journal of Remote Sensing 17 (15): 3015-3036. doi:10.1080/01431169608949125.
    • (1996) International Journal of Remote Sensing , vol.17 , Issue.15 , pp. 3015-3036
    • Ustin, S.L.1    Hart, Q.J.2    Duan, L.3    Scheer, G.4
  • 77
    • 79955366107 scopus 로고    scopus 로고
    • Fish Assemblages in the Mfolozi-Msunduzi Estuarine System, KwaZulu-Natal, South Africa, When Not Linked to the St Lucia Mouth
    • Vivier, L., D. Cyrus, R. Owen, and H. Jerling. 2010. "Fish Assemblages in the Mfolozi-Msunduzi Estuarine System, KwaZulu-Natal, South Africa, When Not Linked to the St Lucia Mouth." African Journal of Aquatic Science 35 (2): 141-154. doi:10.2989/16085914.2010.490984.
    • (2010) African Journal of Aquatic Science , vol.35 , Issue.2 , pp. 141-154
    • Vivier, L.1    Cyrus, D.2    Owen, R.3    Jerling, H.4
  • 78
    • 0032104682 scopus 로고    scopus 로고
    • Regional Land Cover Characterization Using Landsat Thematic Mapper Data and Ancillary Data Sources
    • Vogelmann, J., T. Sohl, P. Campbell, and D. Shaw. 1998. "Regional Land Cover Characterization Using Landsat Thematic Mapper Data and Ancillary Data Sources." Environmental Monitoring and Assessment 51 (1/2): 415-428. doi:10.1023/A:1005996900217.
    • (1998) Environmental Monitoring and Assessment , vol.51 , Issue.1-2 , pp. 415-428
    • Vogelmann, J.1    Sohl, T.2    Campbell, P.3    Shaw, D.4
  • 80
    • 77953871614 scopus 로고    scopus 로고
    • Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data
    • Waske, B., and S. van der Linden, J. A. Benediktsson, A. Rabe, P. Hostert. 2010. "Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data." IEEE Transactions on Geoscience and Remote Sensing 48 (7): 2880-2889. doi:10.1109/TGRS.2010.2041784.
    • (2010) IEEE Transactions on Geoscience and Remote Sensing , vol.48 , Issue.7 , pp. 2880-2889
    • Waske, B.1    van der Linden, S.2    Benediktsson, J.A.3    Rabe, A.4    Hostert, P.5
  • 82
    • 67651115922 scopus 로고    scopus 로고
    • Monitoring of Cropland Practices for Carbon Sequestration Purposes in North Central Montana by Landsat Remote Sensing
    • Watts, J. D., R. L. Lawrence, P. R. Miller, and C. Montagne. 2009. "Monitoring of Cropland Practices for Carbon Sequestration Purposes in North Central Montana by Landsat Remote Sensing." Remote Sensing of Environment 113 (9): 1843-1852. doi:10.1016/j.rse.2009.04.015.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.9 , pp. 1843-1852
    • Watts, J.D.1    Lawrence, R.L.2    Miller, P.R.3    Montagne, C.4
  • 83
    • 0020122395 scopus 로고
    • Spatial Resolution Requirements for Urban Studies
    • Welch, R. 1982. "Spatial Resolution Requirements for Urban Studies." International Journal of Remote Sensing 3 (2): 139-146. doi:10.1080/01431168208948387.
    • (1982) International Journal of Remote Sensing , vol.3 , Issue.2 , pp. 139-146
    • Welch, R.1
  • 85
    • 84863469677 scopus 로고    scopus 로고
    • Towards Automatic Lithological Classification from Remote Sensing Data Using Support Vector Machines
    • Yu, L., A. Porwal, E.-J. Holden, and M. C. Dentith.2012. "Towards Automatic Lithological Classification from Remote Sensing Data Using Support Vector Machines." Computers & Geosciences 45: 229-239. doi:10.1016/j.cageo.2011.11.019.
    • (2012) Computers & Geosciences , vol.45 , pp. 229-239
    • Yu, L.1    Porwal, A.2    Holden, E.-J.3    Dentith, M.C.4
  • 86
    • 0036326141 scopus 로고    scopus 로고
    • Urban Built-Up Land Change Detection with Road Density and Spectral Information from Multi-Temporal Landsat TM Data
    • Zhang, Q., J. Wang, X. Peng, P. Gong, and P. Shi. 2002. "Urban Built-Up Land Change Detection with Road Density and Spectral Information from Multi-Temporal Landsat TM Data." International Journal of Remote Sensing 23 (15): 3057-3078. doi:10.1080/01431160110104728.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.15 , pp. 3057-3078
    • Zhang, Q.1    Wang, J.2    Peng, X.3    Gong, P.4    Shi, P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.