메뉴 건너뛰기




Volumn 7, Issue 4, 2015, Pages 4002-4025

The effects of point or polygon based training data on randomForest classification accuracy of wetlands

Author keywords

LiDAR; Object based image analysis; Optical and infrared sensors; Segmentation; Topographic; Wetlands

Indexed keywords

CLASSIFICATION (OF INFORMATION); ECOLOGY; ECOSYSTEMS; IMAGE SEGMENTATION; INFRARED DETECTORS; OPTICAL RADAR;

EID: 84937941472     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs70404002     Document Type: Article
Times cited : (31)

References (47)
  • 1
    • 0036400851 scopus 로고    scopus 로고
    • Geospatial data integration for applications in flood prediction and management in the red river basin
    • In Proceedings of the IEEE International Geoscience and Remote Sensing Symposium and the 24th Canadian Symposium on Remote Sensing, Toronto, ON, Canada, 24-28 June 2002
    • Deschamps, A.; Greenlee, D.; Pultz, T.J.; Saper, R. Geospatial data integration for applications in flood prediction and management in the red river basin. In Proceedings of the IEEE International Geoscience and Remote Sensing Symposium and the 24th Canadian Symposium on Remote Sensing, Toronto, ON, Canada, 24-28 June 2002; pp. 3338-3340.
    • Deschamps, A.1    Greenlee, D.2    Pultz, T.J.3    Saper, R.4
  • 4
    • 28644450606 scopus 로고    scopus 로고
    • Constructed wetlands for wastewater treatment
    • Vymazal, J. Constructed wetlands for wastewater treatment. Ecol. Eng. 2005, 25, 475-477.
    • (2005) Ecol. Eng. , vol.25 , pp. 475-477
    • Vymazal, J.1
  • 6
    • 84883234670 scopus 로고    scopus 로고
    • Influence of multi-source and multi-temporal remotely sensed and ancillary data on the accuracy of random forest classification of wetlands in Northern Minnesota
    • Corcoran, J.M.; Knight, J.F.; Gallant, A.L. Influence of multi-source and multi-temporal remotely sensed and ancillary data on the accuracy of random forest classification of wetlands in Northern Minnesota. Remote Sens. 2013, 5, 3212-3238.
    • (2013) Remote Sens. , vol.5 , pp. 3212-3238
    • Corcoran, J.M.1    Knight, J.F.2    Gallant, A.L.3
  • 7
    • 84901633778 scopus 로고    scopus 로고
    • Comparison of flow direction algorithms in the application of the CTI for mapping wetlands in Minnesota
    • Rampi, L.P.; Knight, J.F.; Lenhart, C.F. Comparison of flow direction algorithms in the application of the CTI for mapping wetlands in Minnesota. Wetlands 2014, 34, 513-525.
    • (2014) Wetlands , vol.34 , pp. 513-525
    • Rampi, L.P.1    Knight, J.F.2    Lenhart, C.F.3
  • 8
    • 38849115232 scopus 로고    scopus 로고
    • Current approaches to wetland status and trends monitoring in prairie Canada and the continental United States of America
    • Dahl, T.E.; Watmough, M.D. Current approaches to wetland status and trends monitoring in prairie Canada and the continental United States of America. Can. J. Remote Sens. 2007, 33, S17-S27.
    • (2007) Can. J. Remote Sens. , vol.33 , pp. S17-S27
    • Dahl, T.E.1    Watmough, M.D.2
  • 9
    • 77749251440 scopus 로고    scopus 로고
    • Wetlands Layer-National Spatial Data Infrastructure: A Phased Approach to Completion and Modernization
    • US Fish and Wildlife: Washington, DC, USA
    • Stout, D.J.; Kodis, M.; Wilen, B.O.; Dahl, T.E. Wetlands Layer-National Spatial Data Infrastructure: A Phased Approach to Completion and Modernization; US Fish and Wildlife: Washington, DC, USA, 2007.
    • (2007)
    • Stout, D.J.1    Kodis, M.2    Wilen, B.O.3    Dahl, T.E.4
  • 10
    • 84870024208 scopus 로고    scopus 로고
    • The integration of optical, topographic, and radar data for wetland mapping in northern Minnesota
    • Corcoran, J.; Knight, J.; Brisco, B.; Kaya, S.; Cull, A.; Murnaghan, K. The integration of optical, topographic, and radar data for wetland mapping in northern Minnesota. Can. J. Remote Sens. 2011, 37, 564-582.
    • (2011) Can. J. Remote Sens. , vol.37 , pp. 564-582
    • Corcoran, J.1    Knight, J.2    Brisco, B.3    Kaya, S.4    Cull, A.5    Murnaghan, K.6
  • 11
    • 0036814955 scopus 로고    scopus 로고
    • Satellite remote sensing of wetlands
    • Ozesmi, S.L.; Bauer, M.E. Satellite remote sensing of wetlands. Wetl. Ecol. Manag. 2002, 10, 381-402.
    • (2002) Wetl. Ecol. Manag. , vol.10 , pp. 381-402
    • Ozesmi, S.L.1    Bauer, M.E.2
  • 12
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke, T. Object based image analysis for remote sensing. ISPRS J. Photogramm. Remote Sens. 2010, 65, 2-16.
    • (2010) ISPRS J. Photogramm. Remote Sens. , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 13
    • 0344654801 scopus 로고    scopus 로고
    • Estimation and mapping of misclassification probabilities for thematic land cover maps
    • Steele, B.M.; Winne, J.C.; Redmond, R.L. Estimation and mapping of misclassification probabilities for thematic land cover maps. Remote Sens. Environ. 1996, 4257, 192-202.
    • (1996) Remote Sens. Environ. , vol.4257 , pp. 192-202
    • Steele, B.M.1    Winne, J.C.2    Redmond, R.L.3
  • 14
    • 84901407766 scopus 로고    scopus 로고
    • Wetland mapping in the Upper Midwest United States: An object-based approach integrating LiDAR and imagery data
    • Rampi, L.P.; Knight, J.F.; Pelletier, K.C. Wetland mapping in the Upper Midwest United States: An object-based approach integrating LiDAR and imagery data. Photogramm. Eng. Remote Sens. 2014, 80, 439-449.
    • (2014) Photogramm. Eng. Remote Sens. , vol.80 , pp. 439-449
    • Rampi, L.P.1    Knight, J.F.2    Pelletier, K.C.3
  • 15
    • 83155175753 scopus 로고    scopus 로고
    • Calculating the ecosystem service of water storage in isolated wetlands using LiDAR in North Central Florida, USA
    • Lane, C.R.; D'Amico, E. Calculating the ecosystem service of water storage in isolated wetlands using LiDAR in North Central Florida, USA. Wetlands 2010, 30, 967-977.
    • (2010) Wetlands , vol.30 , pp. 967-977
    • Lane, C.R.1    D'Amico, E.2
  • 16
  • 17
    • 70350041389 scopus 로고    scopus 로고
    • Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices
    • Bwangoy, J.B.; Hansen, M.C.; Roy, D.P.; Grandi, G.D.; Justice, C.O. Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices. Remote Sens. Environ. 2010, 114, 73-86.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 73-86
    • Bwangoy, J.B.1    Hansen, M.C.2    Roy, D.P.3    Grandi, G.D.4    Justice, C.O.5
  • 18
    • 0026359098 scopus 로고
    • Digital terrain modeling: A review of hydrological, geomorphological, and biological applications
    • Moore, I.; Grayson, R.; Landson, A. Digital terrain modeling: A review of hydrological, geomorphological, and biological applications. Hydrol. Process. 1991, 5, 3-30.
    • (1991) Hydrol. Process. , vol.5 , pp. 3-30
    • Moore, I.1    Grayson, R.2    Landson, A.3
  • 19
    • 84879512919 scopus 로고    scopus 로고
    • The effects of data selection and thematic detail on the accuracy of high spatial resolution wetland classifications
    • Knight, J.F.; Tolcser, B.; Corcoran, J.; Rampi, L. The effects of data selection and thematic detail on the accuracy of high spatial resolution wetland classifications. Photogramm. Eng. Remote Sens. 2013, 79, 613-623.
    • (2013) Photogramm. Eng. Remote Sens. , vol.79 , pp. 613-623
    • Knight, J.F.1    Tolcser, B.2    Corcoran, J.3    Rampi, L.4
  • 20
    • 44549088269 scopus 로고    scopus 로고
    • Coastal and estuarine habitat mapping, using LiDAR height and intensity and multi-spectral imagery
    • Chust, G.; Galparsoro, I.; Borja, Á.; Franco, J.; Uriarte, A. Coastal and estuarine habitat mapping, using LiDAR height and intensity and multi-spectral imagery. Estuar. Coast. Shelf Sci. 2008, 78, 633-643.
    • (2008) Estuar. Coast. Shelf Sci. , vol.78 , pp. 633-643
    • Chust, G.1    Galparsoro, I.2    Borja, Á.3    Franco, J.4    Uriarte, A.5
  • 21
    • 74149092365 scopus 로고    scopus 로고
    • Salt-marsh characterization, zonation assessment and mapping through a dual-wavelength LiDAR
    • Collin, A.; Long, B.; Archambault, P. Salt-marsh characterization, zonation assessment and mapping through a dual-wavelength LiDAR. Remote Sens. Environ. 2010, 114, 520-530.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 520-530
    • Collin, A.1    Long, B.2    Archambault, P.3
  • 22
    • 72449132799 scopus 로고    scopus 로고
    • LiDAR intensity for improved detection of inundation below the forest canopy
    • Lang, M.W.; McCarty, G.W. LiDAR intensity for improved detection of inundation below the forest canopy. Wetlands 2009, 29, 1166-1178.
    • (2009) Wetlands , vol.29 , pp. 1166-1178
    • Lang, M.W.1    McCarty, G.W.2
  • 23
    • 34548431766 scopus 로고    scopus 로고
    • Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data
    • Donoghue, D.N.M.; Watt, P.J.; Cox, N.J.; Wilson, J. Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data. Remote Sens. Environ. 2007, 110, 509-522.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 509-522
    • Donoghue, D.N.M.1    Watt, P.J.2    Cox, N.J.3    Wilson, J.4
  • 24
    • 0033621379 scopus 로고    scopus 로고
    • Wetland occurrence in relation to topography-A test of topographic indices as moisture indicators
    • Rodhe, A.; Seibert, J. Wetland occurrence in relation to topography-A test of topographic indices as moisture indicators. Agric. For. Meteorol. 1999, 98-99, 325-340.
    • (1999) Agric. For. Meteorol , vol.98-99 , pp. 325-340
    • Rodhe, A.1    Seibert, J.2
  • 25
    • 84937843130 scopus 로고    scopus 로고
    • a Ecological classification system
    • Available online. (accessed on 20 August 2012).
    • Minnesota Department of Natural Resources. a Ecological classification system. Available online: http://www.dnr.state. mn.us/snas/naturalhistory.html (accessed on 20 August 2012).
  • 26
    • 84937942727 scopus 로고    scopus 로고
    • b Wetlands Status and Trends
    • Available online. (accessed on 20 August 2012).
    • Minnesota Department of Natural Resources. b Wetlands Status and Trends. Available online: http://www.dnr.state.mn.us/eco/wetlands/wstm_prog.html. (accessed on 20 August 2012).
  • 27
    • 84937902758 scopus 로고    scopus 로고
    • c State climatology office, MN climatology working group historical climate data. Available online. (accessed on 20 August 2012).
    • Minnesota Department of Natural Resources. c State climatology office, MN climatology working group historical climate data. Available online: http://climate.umn.edu/doc/historical.htm (accessed on 20 August 2012).
  • 28
    • 80052645106 scopus 로고    scopus 로고
    • Use of remote sensing to support forest and wetlands policies in the USA
    • Mayer, A.L.; Lopez, R.D. Use of remote sensing to support forest and wetlands policies in the USA. Remote Sens. 2011, 3, 1211-1233.
    • (2011) Remote Sens. , vol.3 , pp. 1211-1233
    • Mayer, A.L.1    Lopez, R.D.2
  • 29
    • 31744448860 scopus 로고    scopus 로고
    • An efficient method for identifying and filling surface depressions in digital elevation models for hydrologic analysis and modelling
    • Wang, L.; Liu, H. An efficient method for identifying and filling surface depressions in digital elevation models for hydrologic analysis and modelling. Int. J. Geogr. Inf. Sci. 2006, 20, 193-213.
    • (2006) Int. J. Geogr. Inf. Sci. , vol.20 , pp. 193-213
    • Wang, L.1    Liu, H.2
  • 30
    • 34249090254 scopus 로고    scopus 로고
    • A new triangular multiple flow-direction algorithm for computing upslope areas from gridded digital elevation models
    • Seibert, J.; McGlynn, B. A new triangular multiple flow-direction algorithm for computing upslope areas from gridded digital elevation models. Water Resour. Res. 2007, 43, doi:10.1029/2006WR005128.
    • (2007) Water Resour. Res. , vol.43
    • Seibert, J.1    McGlynn, B.2
  • 31
    • 53149109314 scopus 로고    scopus 로고
    • Integrating multi-temporal spectral and structural information to map wetland vegetation in a lower Connecticut River tidal marsh
    • Gilmore, M.; Wilson, E.; Barrett, N.; Civco, D.; Prisloe, S.; Hurd, J.; Cary, C. Integrating multi-temporal spectral and structural information to map wetland vegetation in a lower Connecticut River tidal marsh. Remote Sens. Environ. 2008, 112, 4048-4060.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 4048-4060
    • Gilmore, M.1    Wilson, E.2    Barrett, N.3    Civco, D.4    Prisloe, S.5    Hurd, J.6    Cary, C.7
  • 33
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. Learn. 2001, 45, 5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 34
    • 67349155592 scopus 로고    scopus 로고
    • Land cover mapping of wetland areas in an agricultural landscape using SAR and Landsat imagery
    • Castañeda, C.; Ducrot, D. Land cover mapping of wetland areas in an agricultural landscape using SAR and Landsat imagery. J. Environ. Manag. 2009, 90, 2270-2277.
    • (2009) J. Environ. Manag. , vol.90 , pp. 2270-2277
    • Castañeda, C.1    Ducrot, D.2
  • 35
    • 0242291034 scopus 로고    scopus 로고
    • Mapping wetlands using multi-temporal RADARSAT-1 data and a decision-based classifier
    • Parmuchi, M.G.; Karszenbaum, H.; Kandus, P. Mapping wetlands using multi-temporal RADARSAT-1 data and a decision-based classifier. Can. J. Remote Sens. 2002, 28, 175-186.
    • (2002) Can. J. Remote Sens. , vol.28 , pp. 175-186
    • Parmuchi, M.G.1    Karszenbaum, H.2    Kandus, P.3
  • 36
    • 25844497537 scopus 로고    scopus 로고
    • Land cover classification and change analysis of the Twin Cities (Minnesota) Metropolitan Area by multitemporal Landsat remote sensing
    • Yuan, F.; Sawaya, K.E.; Loeffelholz, B.C.; Bauer, M.E. Land cover classification and change analysis of the Twin Cities (Minnesota) Metropolitan Area by multitemporal Landsat remote sensing. Remote Sens. Environ. 2005, 98, 317-328.
    • (2005) Remote Sens. Environ. , vol.98 , pp. 317-328
    • Yuan, F.1    Sawaya, K.E.2    Loeffelholz, B.C.3    Bauer, M.E.4
  • 37
    • 0016882368 scopus 로고
    • Classification of multispectral image data by extraction and classification of homogeneous objects
    • Ketting, R.L.; Landgrebe, D.A. Classification of multispectral image data by extraction and classification of homogeneous objects. IEEE Trans. Geosci. Remote Sens. 1976, 14, 19-26.
    • (1976) IEEE Trans. Geosci. Remote Sens. , vol.14 , pp. 19-26
    • Ketting, R.L.1    Landgrebe, D.A.2
  • 39
    • 0035209178 scopus 로고    scopus 로고
    • A multiscale framework for landscape analysis: Object-specific analysis and upscaling
    • Hay, G.; Marceau, D.; Dube, P.; Bouchard, A. A multiscale framework for landscape analysis: Object-specific analysis and upscaling. Landsc. Ecol. 2001, 16, 471-490.
    • (2001) Landsc. Ecol. , vol.16 , pp. 471-490
    • Hay, G.1    Marceau, D.2    Dube, P.3    Bouchard, A.4
  • 40
    • 0032098257 scopus 로고    scopus 로고
    • A segmentation approach to classification of remote sensing imagery
    • Kartikeyan, B.; Sarkar, A.; Majumder, K. A segmentation approach to classification of remote sensing imagery. Int. J. Remote Sens. 1998, 19, 1695-1709.
    • (1998) Int. J. Remote Sens. , vol.19 , pp. 1695-1709
    • Kartikeyan, B.1    Sarkar, A.2    Majumder, K.3
  • 41
    • 0027658896 scopus 로고
    • A review on image segmentation techniques
    • Pal, R.; Pal, K. A review on image segmentation techniques. Pattern Recognit. 1993, 26, 1277-1294.
    • (1993) Pattern Recognit. , vol.26 , pp. 1277-1294
    • Pal, R.1    Pal, K.2
  • 43
    • 28544434203 scopus 로고    scopus 로고
    • An automated object based approach for the multiscale image segmentation of forest scenes
    • Hay, G.; Castilla, G.; Wulder, M.; Ruiz, J. An automated object based approach for the multiscale image segmentation of forest scenes. Int. J. Appl. Earth Obs. Geoinf. 2005, 7, 339-359.
    • (2005) Int. J. Appl. Earth Obs. Geoinf. , vol.7 , pp. 339-359
    • Hay, G.1    Castilla, G.2    Wulder, M.3    Ruiz, J.4
  • 44
    • 85032577712 scopus 로고    scopus 로고
    • An object-based approach to detect road features for informal settlements near Sao Paulo, Brazil
    • Springer: Heidelberg/Berlin, Germany
    • Nobrega, R.A.; O'Hara, C.G.; Quintanilha, J.A. An object-based approach to detect road features for informal settlements near Sao Paulo, Brazil. In Object Based Image Analysis; Springer: Heidelberg/Berlin, Germany, 2008; pp. 589-607.
    • (2008) In Object Based Image Analysis , pp. 589-607
    • Nobrega, R.A.1    O'Hara, C.G.2    Quintanilha, J.A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.