메뉴 건너뛰기




Volumn 10, Issue 9, 2018, Pages

Evaluating the performance of Sentinel-2, Landsat 8 and Pléiades-1 in mapping mangrove extent and species

Author keywords

Landsat 8; Mangroves; Pl iades 1; Random forest; Sentinel 2; Species

Indexed keywords

DECISION TREES; ECOSYSTEMS; INFRARED DEVICES; REMOTE SENSING;

EID: 85053609744     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs10091468     Document Type: Article
Times cited : (153)

References (66)
  • 2
    • 85019930080 scopus 로고    scopus 로고
    • Observation and monitoring of mangrove forests using remote sensing: Opportunities and challenges
    • Giri, C. Observation and monitoring of mangrove forests using remote sensing: Opportunities and challenges. Remote Sens. 2016, 8, 783
    • (2016) Remote Sens , vol.8 , pp. 783
    • Giri, C.1
  • 4
    • 84913536362 scopus 로고    scopus 로고
    • Area, distribution and species composition of mangroves in china
    • (In Chinese)
    • Baowen, L.; Qiaomin, Z. Area, distribution and species composition of mangroves in china. Wetl. Sci. 2014, 12, 435-440. (In Chinese)
    • (2014) Wetl. Sci , vol.12 , pp. 435-440
    • Baowen, L.1    Qiaomin, Z.2
  • 6
    • 79551522682 scopus 로고    scopus 로고
    • Satellite remote sensing of mangrove forests: Recent advances and future opportunities
    • Heumann, B.W. Satellite remote sensing of mangrove forests: Recent advances and future opportunities. Prog. Phys. Geog. 2011, 35, 87-108
    • (2011) Prog. Phys. Geog , vol.35 , pp. 87-108
    • Heumann, B.W.1
  • 7
    • 79953296010 scopus 로고    scopus 로고
    • Mapping the philippines' mangrove forests using landsat imagery
    • Long, J.B.; Giri, C. Mapping the philippines' mangrove forests using landsat imagery. Sensors 2011, 11, 2972-2981
    • (2011) Sensors , vol.11 , pp. 2972-2981
    • Long, J.B.1    Giri, C.2
  • 8
    • 84899472548 scopus 로고    scopus 로고
    • Mapping china's mangroves based on an object-oriented classification of landsat imagery
    • Jia, M.; Wang, Z.; Li, L.; Song, K.; Ren, C.; Liu, B.; Mao, D. Mapping china's mangroves based on an object-oriented classification of landsat imagery. Wetlands 2014, 34, 277-283
    • (2014) Wetlands , vol.34 , pp. 277-283
    • Jia, M.1    Wang, Z.2    Li, L.3    Song, K.4    Ren, C.5    Liu, B.6    Mao, D.7
  • 9
    • 85039710755 scopus 로고    scopus 로고
    • Landsat-derived estimates of mangrove extents in the sierra leone coastal landscape complex during 1990-2016
    • Mondal, P.; Trzaska, S.; de Sherbinin, A. Landsat-derived estimates of mangrove extents in the sierra leone coastal landscape complex during 1990-2016. Sensors 2018, 18, 12
    • (2018) Sensors , vol.18 , pp. 12
    • Mondal, P.1    Trzaska, S.2    de Sherbinin, A.3
  • 10
    • 84904890881 scopus 로고    scopus 로고
    • Land surface dynamics and environmental challenges of the niger delta, africa: Remote sensing-based analyses spanning three decades (1986-2013)
    • Kuenzer, C.; van Beijma, S.; Gessner, U.; Dech, S. Land surface dynamics and environmental challenges of the niger delta, africa: Remote sensing-based analyses spanning three decades (1986-2013). Appl. Geog. 2014, 53, 354-368
    • (2014) Appl. Geog , vol.53 , pp. 354-368
    • Kuenzer, C.1    van Beijma, S.2    Gessner, U.3    Dech, S.4
  • 11
    • 84983744495 scopus 로고    scopus 로고
    • Evaluating the effectiveness of conservation on mangroves: A remote sensing-based comparison for two adjacent protected areas in shenzhen and hong kong, china
    • Jia, M.M.; Liu, M.Y.; Wang, Z.M.; Mao, D.H.; Ren, C.Y.; Cui, H.S. Evaluating the effectiveness of conservation on mangroves: A remote sensing-based comparison for two adjacent protected areas in shenzhen and hong kong, china. Remote Sens. 2016, 8, 627
    • (2016) Remote Sens , vol.8 , pp. 627
    • Jia, M.M.1    Liu, M.Y.2    Wang, Z.M.3    Mao, D.H.4    Ren, C.Y.5    Cui, H.S.6
  • 12
    • 85032195812 scopus 로고    scopus 로고
    • Mapping mangrove forests using multi-tidal remotely-sensed data and a decision-tree-based procedure
    • Zhang, X.H.; Treitz, P.M.; Chen, D.M.; Quan, C.; Shi, L.X.; Li, X.H. Mapping mangrove forests using multi-tidal remotely-sensed data and a decision-tree-based procedure. Int. J. Appl. Earth. Obs. Geoinf. 2017, 62, 201-214
    • (2017) Int. J. Appl. Earth. Obs. Geoinf , vol.62 , pp. 201-214
    • Zhang, X.H.1    Treitz, P.M.2    Chen, D.M.3    Quan, C.4    Shi, L.X.5    Li, X.H.6
  • 13
    • 84904498394 scopus 로고    scopus 로고
    • Mangrove species identification: Comparing worldview-2 with aerial photographs
    • Heenkenda, M.; Joyce, K.; Maier, S.; Bartolo, R. Mangrove species identification: Comparing worldview-2 with aerial photographs. Remote Sens. 2014, 6, 6064-6088
    • (2014) Remote Sens , vol.6 , pp. 6064-6088
    • Heenkenda, M.1    Joyce, K.2    Maier, S.3    Bartolo, R.4
  • 14
    • 84957874497 scopus 로고    scopus 로고
    • Textural-spectral feature-based species classification of mangroves in mai po nature reserve from worldview-3 imagery
    • Wang, T.; Zhang, H.; Lin, H.; Fang, C. Textural-spectral feature-based species classification of mangroves in mai po nature reserve from worldview-3 imagery. Remote Sens. 2016, 8, 24
    • (2016) Remote Sens , vol.8 , pp. 24
    • Wang, T.1    Zhang, H.2    Lin, H.3    Fang, C.4
  • 15
    • 85042521399 scopus 로고    scopus 로고
    • Artificial mangrove species mapping using pléiades-1: An evaluation of pixel-based and object-based classifications with selected machine learning algorithms
    • Dezhi, W.; Bo, W.; Penghua, Q.; Yanjun, S.; Qinghua, G.; Xincai, W. Artificial mangrove species mapping using pléiades-1: An evaluation of pixel-based and object-based classifications with selected machine learning algorithms. Remote Sens. 2018, 10, 294
    • (2018) Remote Sens , vol.10 , pp. 294
    • Dezhi, W.1    Bo, W.2    Penghua, Q.3    Yanjun, S.4    Qinghua, G.5    Xincai, W.6
  • 16
    • 85032959466 scopus 로고    scopus 로고
    • Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the philippines using sentinel imagery
    • Castillo, J.A.A.; Apan, A.A.; Maraseni, T.N.; Salmo, S.G. Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the philippines using sentinel imagery. ISPRS J. Photogramm. Remote Sens. 2017, 134, 70-85
    • (2017) ISPRS J. Photogramm. Remote Sens , vol.134 , pp. 70-85
    • Castillo, J.A.A.1    Apan, A.A.2    Maraseni, T.N.3    Salmo, S.G.4
  • 17
    • 85032880259 scopus 로고    scopus 로고
    • Exploring the potential of worldview-2 red-edge band-based vegetation indices for estimation of mangrove leaf area index with machine learning algorithms
    • Zhu, Y.; Liu, K.; Liu, L.; Myint, S.; Wang, S.; Liu, H.; He, Z. Exploring the potential of worldview-2 red-edge band-based vegetation indices for estimation of mangrove leaf area index with machine learning algorithms. Remote Sens. 2017, 9, 1060
    • (2017) Remote Sens , vol.9 , pp. 1060
    • Zhu, Y.1    Liu, K.2    Liu, L.3    Myint, S.4    Wang, S.5    Liu, H.6    He, Z.7
  • 18
    • 85026835094 scopus 로고    scopus 로고
    • A mangrove forest map of china in 2015: Analysis of time series landsat 7/8 and sentinel-1a imagery in google earth engine cloud computing platform
    • Chen, B.Q.; Xiao, X.M.; Li, X.P.; Pan, L.H.; Doughty, R.; Ma, J.; Dong, J.W.; Qin, Y.W.; Zhao, B.;Wu, Z.X.; et al. A mangrove forest map of china in 2015: Analysis of time series landsat 7/8 and sentinel-1a imagery in google earth engine cloud computing platform. ISPRS J. Photogramm. Remote Sens. 2017, 131, 104-120
    • (2017) ISPRS J. Photogramm. Remote Sens , vol.131 , pp. 104-120
    • Chen, B.Q.1    Xiao, X.M.2    Li, X.P.3    Pan, L.H.4    Doughty, R.5    Ma, J.6    Dong, J.W.7    Qin, Y.W.8    Zhao, B.9    Wu, Z.X.10
  • 19
    • 85026516184 scopus 로고    scopus 로고
    • Uncovering the spatio-temporal dynamics of land cover change and fragmentation of mangroves in the ca mau peninsula, vietnam using multi-temporal spot satellite imagery (2004-2013)
    • Leon, T.; Giang, V.; An, B.; Minh, N.; Quynh, N.T.; Le, Q.; Viet, P. Uncovering the spatio-temporal dynamics of land cover change and fragmentation of mangroves in the ca mau peninsula, vietnam using multi-temporal spot satellite imagery (2004-2013). Appl. Geog. 2017, 86, 197-207
    • (2017) Appl. Geog , vol.86 , pp. 197-207
    • Leon, T.1    Giang, V.2    An, B.3    Minh, N.4    Quynh, N.T.5    Le, Q.6    Viet, P.7
  • 20
    • 2942752404 scopus 로고    scopus 로고
    • Comparison of ikonos and quickbird images for mapping mangrove species on the caribbean coast of panama
    • Wang, L.; Sousa, W.P.; Peng, G.; Biging, G.S. Comparison of ikonos and quickbird images for mapping mangrove species on the caribbean coast of panama. Remote Sens. Environ. 2004, 91, 432-440
    • (2004) Remote Sens. Environ , vol.91 , pp. 432-440
    • Wang, L.1    Sousa, W.P.2    Peng, G.3    Biging, G.S.4
  • 21
    • 85016461101 scopus 로고    scopus 로고
    • Monitoring mangrove biomass change in vietnam using spot images and an object-based approach combined with machine learning algorithms
    • Pham, L.T.H.; Brabyn, L. Monitoring mangrove biomass change in vietnam using spot images and an object-based approach combined with machine learning algorithms. ISPRS J. Photogramm. Remote Sens. 2017, 128, 86-97
    • (2017) ISPRS J. Photogramm. Remote Sens , vol.128 , pp. 86-97
    • Pham, L.T.H.1    Brabyn, L.2
  • 23
    • 84962488348 scopus 로고    scopus 로고
    • First experience with sentinel-2 data for crop and tree species classifications in central europe
    • Immitzer, M.; Vuolo, F.; Atzberger, C. First experience with sentinel-2 data for crop and tree species classifications in central europe. Remote Sens. 2016, 8, 166
    • (2016) Remote Sens , vol.8 , pp. 166
    • Immitzer, M.1    Vuolo, F.2    Atzberger, C.3
  • 24
    • 85018460110 scopus 로고    scopus 로고
    • Comparison of sentinel-2 and landsat 8 in the estimation of boreal forest canopy cover and leaf area index
    • Korhonen, L.; Hadi; Packalen, P.; Rautiainen, M. Comparison of sentinel-2 and landsat 8 in the estimation of boreal forest canopy cover and leaf area index. Remote Sens. Environ. 2017, 195, 259-274
    • (2017) Remote Sens. Environ , vol.195 , pp. 259-274
    • Korhonen, L.H.1    Packalen, P.2    Rautiainen, M.3
  • 25
    • 85019022839 scopus 로고    scopus 로고
    • Examining the strength of the newly-launched sentinel 2 msi sensor in detecting and discriminating subtle differences between c3 and c4 grass species
    • Shoko, C.; Mutanga, O. Examining the strength of the newly-launched sentinel 2 msi sensor in detecting and discriminating subtle differences between c3 and c4 grass species. ISPRS J. Photogramm. Remote Sens. 2017, 129, 32-40
    • (2017) ISPRS J. Photogramm. Remote Sens , vol.129 , pp. 32-40
    • Shoko, C.1    Mutanga, O.2
  • 27
    • 85033720313 scopus 로고    scopus 로고
    • Combining uav and sentinel-2 auxiliary data for forest growing stock volume estimation through hierarchical model-based inference
    • Puliti, S.; Saarela, S.; Gobakken, T.; Stahl, G.; Naesset, E. Combining uav and sentinel-2 auxiliary data for forest growing stock volume estimation through hierarchical model-based inference. Remote Sens. Environ. 2018, 204, 485-497
    • (2018) Remote Sens. Environ , vol.204 , pp. 485-497
    • Puliti, S.1    Saarela, S.2    Gobakken, T.3    Stahl, G.4    Naesset, E.5
  • 28
    • 85168313426 scopus 로고    scopus 로고
    • The mangroves of the zambezi delta: Increase in extent observed via satellite from 1994 to 2013
    • Shapiro, A.; Trettin, C.; Küchly, H.; Alavinapanah, S.; Bandeira, S. The mangroves of the zambezi delta: Increase in extent observed via satellite from 1994 to 2013. Remote Sens. 2015, 7, 16504-16518
    • (2015) Remote Sens , vol.7 , pp. 16504-16518
    • Shapiro, A.1    Trettin, C.2    Küchly, H.3    Alavinapanah, S.4    Bandeira, S.5
  • 29
    • 84950114299 scopus 로고    scopus 로고
    • Spatiotemporal variation in mangrove chlorophyll concentration using landsat 8
    • Pastor-Guzman, J.; Atkinson, P.; Dash, J.; Rioja-Nieto, R. Spatiotemporal variation in mangrove chlorophyll concentration using landsat 8. Remote Sens. 2015, 7, 14530-14558
    • (2015) Remote Sens , vol.7 , pp. 14530-14558
    • Pastor-Guzman, J.1    Atkinson, P.2    Dash, J.3    Rioja-Nieto, R.4
  • 30
    • 85038216358 scopus 로고    scopus 로고
    • An assessment of commonly employed satellite-based remote sensors for mapping mangrove species in mexico using an ndvi-based classification scheme
    • Valderrama-Landeros, L.; Flores-de-Santiago, F.; Kovacs, J.M.; Flores-Verdugo, F. An assessment of commonly employed satellite-based remote sensors for mapping mangrove species in mexico using an ndvi-based classification scheme. Environ. Monit. Assess. 2018, 190, 13
    • (2018) Environ. Monit. Assess , vol.190 , pp. 13
    • Valderrama-Landeros, L.1    Flores-de-Santiago, F.2    Kovacs, J.M.3    Flores-Verdugo, F.4
  • 31
    • 84971282266 scopus 로고    scopus 로고
    • Mapping spatial distribution and biomass of coastal wetland vegetation in indonesian papua by combining active and passive remotely sensed data
    • Asian, A.; Rahman, A.F.; Warren, M.W.; Robeson, S.M. Mapping spatial distribution and biomass of coastal wetland vegetation in indonesian papua by combining active and passive remotely sensed data. Remote Sens. Environ. 2016, 183, 65-81
    • (2016) Remote Sens. Environ , vol.183 , pp. 65-81
    • Asian, A.1    Rahman, A.F.2    Warren, M.W.3    Robeson, S.M.4
  • 32
    • 85040946978 scopus 로고    scopus 로고
    • Spatial coverage of mangrove communities in the arabian gulf
    • Almahasheer, H. Spatial coverage of mangrove communities in the arabian gulf. Environ. Monit. Assess. 2018, 190, 10
    • (2018) Environ. Monit. Assess , vol.190 , pp. 10
    • Almahasheer, H.1
  • 33
    • 85012972647 scopus 로고    scopus 로고
    • A new approach for estimating mangrove canopy cover using landsat 8 imagery
    • Abd-El Monsef, H.; Smith, S.E. A new approach for estimating mangrove canopy cover using landsat 8 imagery. Comput. Electron. Agric. 2017, 135, 183-194
    • (2017) Comput. Electron. Agric , vol.135 , pp. 183-194
    • Abd-El Monsef, H.1    Smith, S.E.2
  • 34
    • 85012215420 scopus 로고    scopus 로고
    • Mangrove above-ground carbon stock mapping of multi-resolution passive remote-sensing systems
    • Wicaksono, P. Mangrove above-ground carbon stock mapping of multi-resolution passive remote-sensing systems. Int. J. Remote Sens. 2017, 38, 1551-1578
    • (2017) Int. J. Remote Sens , vol.38 , pp. 1551-1578
    • Wicaksono, P.1
  • 35
    • 85034052004 scopus 로고    scopus 로고
    • Spatial complexities in aboveground carbon stocks of a semi-arid mangrove community: A remote sensing height-biomass-carbon approach
    • Hickey, S.M.; Callow, N.J.; Phinn, S.; Lovelock, C.E.; Duarte, C.M. Spatial complexities in aboveground carbon stocks of a semi-arid mangrove community: A remote sensing height-biomass-carbon approach. Estuar. Coast. Shelf Sci. 2018, 200, 194-201
    • (2018) Estuar. Coast. Shelf Sci , vol.200 , pp. 194-201
    • Hickey, S.M.1    Callow, N.J.2    Phinn, S.3    Lovelock, C.E.4    Duarte, C.M.5
  • 36
    • 85032492854 scopus 로고    scopus 로고
    • Monitoring mangrove forests: Are we taking full advantage of technology?
    • Cardenas, N.Y.; Joyce, K.E.; Maier, S.W. Monitoring mangrove forests: Are we taking full advantage of technology? Int. J. Appl. Earth. Obs. Geoinf. 2017, 63, 1-14
    • (2017) Int. J. Appl. Earth. Obs. Geoinf , vol.63 , pp. 1-14
    • Cardenas, N.Y.1    Joyce, K.E.2    Maier, S.W.3
  • 37
    • 0035141621 scopus 로고    scopus 로고
    • Classification and change detection using landsat tm data: When and how to correct atmospheric effects?
    • Song, C.;Woodcock, C.E.; Seto, K.C.; Lenney, M.P.; Macomber, S.A. Classification and change detection using landsat tm data: When and how to correct atmospheric effects? Remote Sens. Environ. 2001, 75, 230-244
    • (2001) Remote Sens. Environ , vol.75 , pp. 230-244
    • Song, C.1    Woodcock, C.E.2    Seto, K.C.3    Lenney, M.P.4    Macomber, S.A.5
  • 38
    • 84897734702 scopus 로고    scopus 로고
    • Nearest-neighbor diffusion-based pan-sharpening algorithm for spectral images
    • Sun, W.; Messinger, D. Nearest-neighbor diffusion-based pan-sharpening algorithm for spectral images. Opt. Eng. 2013, 53, 013107
    • (2013) Opt. Eng , vol.53
    • Sun, W.1    Messinger, D.2
  • 39
    • 85045838156 scopus 로고    scopus 로고
    • Carbon storage and its influencing factors in hainan dongzhangang mangrove wetlands
    • Xin, K.; Yan, K.; Gao, C.; Li, Z. Carbon storage and its influencing factors in hainan dongzhangang mangrove wetlands. Mar. Freshwater Res. 2018, 69, 771-779
    • (2018) Mar. Freshwater Res , vol.69 , pp. 771-779
    • Xin, K.1    Yan, K.2    Gao, C.3    Li, Z.4
  • 40
    • 84937961559 scopus 로고    scopus 로고
    • Object-based approach for multi-scale mangrove composition mapping using multi-resolution image datasets
    • Kamal, M.; Phinn, S.; Johansen, K. Object-based approach for multi-scale mangrove composition mapping using multi-resolution image datasets. Remote Sens. 2015, 7, 4753-4783
    • (2015) Remote Sens , vol.7 , pp. 4753-4783
    • Kamal, M.1    Phinn, S.2    Johansen, K.3
  • 41
    • 0001812168 scopus 로고    scopus 로고
    • Multiresolution segmentation: An optimization approach for high quality multi-scale image segmentation
    • HerbertWichmann Verlag: Karhlsruhe, Germany
    • Baatz, M.; Schape, A. Multiresolution segmentation: An optimization approach for high quality multi-scale image segmentation. In Angewandte Geographische Information Sverarbeitung XII; HerbertWichmann Verlag: Karhlsruhe, Germany, 2000; pp. 12-23
    • (2000) Angewandte Geographische Information Sverarbeitung XII , pp. 12-23
    • Baatz, M.1    Schape, A.2
  • 42
    • 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.; Franklin, S.E.; Dubé, M.G. 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 Sens. Environ. 2012, 118, 259-272
    • (2012) Remote Sens. Environ , vol.118 , pp. 259-272
    • Duro, D.C.1    Franklin, S.E.2    Dubé, M.G.3
  • 43
    • 72449164909 scopus 로고    scopus 로고
    • Analysis of dynamic thresholds for the normalized difference water index
    • Ji, L.; Zhang, L.; Wylie, B. Analysis of dynamic thresholds for the normalized difference water index. Photogramm. Eng. Remote Sens. 2009, 75, 1307-1317
    • (2009) Photogramm. Eng. Remote Sens , vol.75 , pp. 1307-1317
    • Ji, L.1    Zhang, L.2    Wylie, B.3
  • 44
    • 84891136260 scopus 로고    scopus 로고
    • Automated parameterisation for multi-scale image segmentation on multiple layers
    • Draguţ, L.; Csillik, O.; Eisank, C.; Tiede, D. Automated parameterisation for multi-scale image segmentation on multiple layers. ISPRS J. Photogramm. Remote Sens. 2014, 88, 119-127
    • (2014) ISPRS J. Photogramm. Remote Sens , vol.88 , pp. 119-127
    • Draguţ, L.1    Csillik, O.2    Eisank, C.3    Tiede, D.4
  • 45
    • 84942521624 scopus 로고    scopus 로고
    • Retrieval of mangrove aboveground biomass at the individual species level with worldview-2 images
    • Zhu, Y.; Liu, K.; Liu, L.; Wang, S.; Liu, H. Retrieval of mangrove aboveground biomass at the individual species level with worldview-2 images. Remote Sens. 2015, 7, 12192-12214
    • (2015) Remote Sens , vol.7 , pp. 12192-12214
    • Zhu, Y.1    Liu, K.2    Liu, L.3    Wang, S.4    Liu, H.5
  • 46
    • 84953286366 scopus 로고    scopus 로고
    • Mangrove biomass carbon stock mapping of the karimunjawa islands using multispectral remote sensing
    • Wicaksono, P.; Danoedoro, P.; Hartono; Nehren, U. Mangrove biomass carbon stock mapping of the karimunjawa islands using multispectral remote sensing. Int. J. Remote Sens. 2016, 37, 26-52
    • (2016) Int. J. Remote Sens , vol.37 , pp. 26-52
    • Wicaksono, P.1    Danoedoro, P.H.2    Nehren, U.3
  • 48
    • 0037356853 scopus 로고    scopus 로고
    • Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves
    • Gitelson, A.A.; Gritz, Y.; Merzlyak, M.N. Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves. J. Plant. Physiol. 2003, 160, 271-282
    • (2003) J. Plant. Physiol , vol.160 , pp. 271-282
    • Gitelson, A.A.1    Gritz, Y.2    Merzlyak, M.N.3
  • 50
    • 84961834117 scopus 로고    scopus 로고
    • Random forest in remote sensing: A review of applications and future directions
    • Belgiu, M.; Dragut, L. Random forest in remote sensing: A review of applications and future directions. ISPRS J. Photogramm. Remote Sens. 2016, 114, 24-31
    • (2016) ISPRS J. Photogramm. Remote Sens , vol.114 , pp. 24-31
    • Belgiu, M.1    Dragut, L.2
  • 51
    • 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
  • 52
    • 85017406334 scopus 로고    scopus 로고
    • A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments
    • Li, M.; Ma, L.; Blaschke, T.; Cheng, L.; Tiede, D. A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments. Int. J. Appl. Earth Obs. Geoinf. 2016, 49, 87-98
    • (2016) Int. J. Appl. Earth Obs. Geoinf , vol.49 , pp. 87-98
    • Li, M.1    Ma, L.2    Blaschke, T.3    Cheng, L.4    Tiede, D.5
  • 54
    • 84961794758 scopus 로고    scopus 로고
    • Correlation and variable importance in random forests
    • Gregorutti, B.;Michel, B.; Saint-Pierre, P. Correlation and variable importance in random forests. Stat. Comput. 2017, 27, 659-678
    • (2017) Stat. Comput , vol.27 , pp. 659-678
    • Gregorutti, B.1    Michel, B.2    Saint-Pierre, P.3
  • 55
    • 84974801139 scopus 로고    scopus 로고
    • A comparison of machine learning algorithms for mapping of complex surface-mined and agricultural landscapes using ziyuan-3 stereo satellite imagery
    • Li, X.; Chen, W.; Cheng, X.; Wang, L. A comparison of machine learning algorithms for mapping of complex surface-mined and agricultural landscapes using ziyuan-3 stereo satellite imagery. Remote Sens. 2016, 8, 514
    • (2016) Remote Sens , vol.8 , pp. 514
    • Li, X.1    Chen, W.2    Cheng, X.3    Wang, L.4
  • 56
    • 85010645005 scopus 로고    scopus 로고
    • Assessing the potential of sentinel-2 and pléiades data for the detection of prosopis and vachellia spp
    • Ng, W.-T.; Rima, P.; Einzmann, K.; Immitzer, M.; Atzberger, C.; Eckert, S. Assessing the potential of sentinel-2 and pléiades data for the detection of prosopis and vachellia spp. In kenya. Remote Sens. 2017, 9, 74
    • (2017) In kenya. Remote Sens , vol.9 , pp. 74
    • Ng, W.-T.1    Rima, P.2    Einzmann, K.3    Immitzer, M.4    Atzberger, C.5    Eckert, S.6
  • 58
    • 70449338714 scopus 로고    scopus 로고
    • Sample size determination for image classification accuracy assessment and comparison
    • Foody, G.M. Sample size determination for image classification accuracy assessment and comparison. Int. J. Remote Sens. 2009, 30, 5273-5291
    • (2009) Int. J. Remote Sens , vol.30 , pp. 5273-5291
    • Foody, G.M.1
  • 59
    • 84896827095 scopus 로고    scopus 로고
    • Characterizing the spatial structure of mangrove features for optimizing image-based mangrove mapping
    • Kamal, M.; Phinn, S.; Johansen, K. Characterizing the spatial structure of mangrove features for optimizing image-based mangrove mapping. Remote Sens. 2014, 6, 984-1006
    • (2014) Remote Sens , vol.6 , pp. 984-1006
    • Kamal, M.1    Phinn, S.2    Johansen, K.3
  • 60
    • 84856723719 scopus 로고    scopus 로고
    • An object-based classification of mangroves using a hybrid decision tree-support vector machine approach
    • Heumann, B.W. An object-based classification of mangroves using a hybrid decision tree-support vector machine approach. Remote Sens. 2011, 3, 2440-2460
    • (2011) Remote Sens , vol.3 , pp. 2440-2460
    • Heumann, B.W.1
  • 62
    • 67650264362 scopus 로고    scopus 로고
    • Distinguishing mangrove species with laboratory measurements of hyperspectral leaf reflectance
    • Wang, L.; Sousa, W.P. Distinguishing mangrove species with laboratory measurements of hyperspectral leaf reflectance. Int. J. Remote Sens. 2009, 30, 1267-1281
    • (2009) Int. J. Remote Sens , vol.30 , pp. 1267-1281
    • Wang, L.1    Sousa, W.P.2
  • 63
    • 84897879307 scopus 로고    scopus 로고
    • Object-oriented mapping of urban trees using random forest classifiers
    • Puissant, A.; Rougier, S.; Stumpf, A. Object-oriented mapping of urban trees using random forest classifiers. Int. J. Appl. Earth. Obs. Geoinf. 2014, 26, 235-245
    • (2014) Int. J. Appl. Earth. Obs. Geoinf , vol.26 , pp. 235-245
    • Puissant, A.1    Rougier, S.2    Stumpf, A.3
  • 64
    • 84992151859 scopus 로고    scopus 로고
    • Assessing the robustness of random forests to map land cover with high resolution satellite image time series over large areas
    • Pelletier, C.; Valero, S.; Inglada, J.; Champion, N.; Dedieu, G. Assessing the robustness of random forests to map land cover with high resolution satellite image time series over large areas. Int. J. Remote Sens. 2016, 187, 156-168
    • (2016) Int. J. Remote Sens , vol.187 , pp. 156-168
    • Pelletier, C.1    Valero, S.2    Inglada, J.3    Champion, N.4    Dedieu, G.5
  • 65
    • 84939449765 scopus 로고    scopus 로고
    • An evaluation of different training sample allocation schemes for discrete and continuous land cover classification using decision tree-based algorithms
    • Colditz, R.R. An evaluation of different training sample allocation schemes for discrete and continuous land cover classification using decision tree-based algorithms. Remote Sens. 2015, 7, 9655-9681
    • (2015) Remote Sens , vol.7 , pp. 9655-9681
    • Colditz, R.R.1
  • 66
    • 79960134528 scopus 로고    scopus 로고
    • Classification with correlated features: Unreliability of feature ranking and solutions
    • Tolosi, L.; Lengauer, T. Classification with correlated features: Unreliability of feature ranking and solutions. Bioinformatics 2011, 27, 1986-1994
    • (2011) Bioinformatics , vol.27 , pp. 1986-1994
    • Tolosi, L.1    Lengauer, T.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.