메뉴 건너뛰기




Volumn 10, Issue 2, 2018, Pages

Artificial mangrove species mapping using Pléiades-1: An evaluation of pixel-based and object-based classifications with selected machine learning algorithms

Author keywords

Artificial mangrove; Decision tree; Object based; Pixel based; Random forest; Support vector machine

Indexed keywords

ARTIFICIAL INTELLIGENCE; DATA MINING; DECISION TREES; IMAGE ANALYSIS; LEARNING SYSTEMS; MAPPING; PIXELS; PLANTS (BOTANY); POPULATION DISTRIBUTION; REFORESTATION; REMOTE SENSING; SUPPORT VECTOR MACHINES;

EID: 85042521399     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs10020294     Document Type: Article
Times cited : (80)

References (58)
  • 1
    • 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
  • 3
    • 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
  • 4
    • 70349791453 scopus 로고    scopus 로고
    • Recent progresses in mangrove conservation, restoration and research in china
    • Chen, L.; Wang, W.; Zhang, Y.; Lin, G. Recent progresses in mangrove conservation, restoration and research in china. J. Plant Ecol. 2009, 2, 45-54
    • (2009) J. Plant Ecol , vol.2 , pp. 45-54
    • Chen, L.1    Wang, W.2    Zhang, Y.3    Lin, G.4
  • 5
    • 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
  • 7
    • 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
  • 8
    • 85010645005 scopus 로고    scopus 로고
    • Assessing the potential of sentinel-2 and pléiades data for the detection of Prosopis and Vachellia spp. in Kenya
    • 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) 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
  • 9
    • 76849090094 scopus 로고    scopus 로고
    • Per-pixel and sub-pixel classifications of high-resolution satellite data for mangrove species mapping
    • Kanniah, K.D.; Wai, N.S.; Shin, A.; Rasib, A.W. Per-pixel and sub-pixel classifications of high-resolution satellite data for mangrove species mapping. Appl. GIS 2007, 3, 1-22
    • (2007) Appl. GIS , vol.3 , pp. 1-22
    • Kanniah, K.D.1    Wai, N.S.2    Shin, A.3    Rasib, A.W.4
  • 10
    • 47549098844 scopus 로고    scopus 로고
    • Neural network classification of mangrove species from multi-seasonal ikonos imagery
    • Wang, L.; Silván-Cárdenas, J.L.; Sousa, W.P. Neural network classification of mangrove species from multi-seasonal ikonos imagery. Photogramm. Eng. Remote Sens. 2008, 74, 921-927
    • (2008) Photogramm. Eng. Remote Sens , vol.74 , pp. 921-927
    • Wang, L.1    Silván-Cárdenas, J.L.2    Sousa, W.P.3
  • 11
    • 48549088250 scopus 로고    scopus 로고
    • Mangrove species and stand mapping in gazi bay (Kenya) using quickbird satellite imagery
    • Neukermans, G.; Dahdouh-Guebas, F.; Kairo, J.G.; Koedam, N. Mangrove species and stand mapping in gazi bay (Kenya) using quickbird satellite imagery. J. Spat. Sci. 2008, 53, 75-86
    • (2008) J. Spat. Sci , vol.53 , pp. 75-86
    • Neukermans, G.1    Dahdouh-Guebas, F.2    Kairo, J.G.3    Koedam, N.4
  • 12
    • 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
  • 13
    • 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
  • 14
    • 10844220846 scopus 로고    scopus 로고
    • Integration of object-based and pixel-based classification for mapping mangroves with ikonos imagery
    • Wang, L.; Sousa, W.; Gong, P. Integration of object-based and pixel-based classification for mapping mangroves with ikonos imagery. Int. J. Remote Sens. 2004, 25, 5655-5668
    • (2004) Int. J. Remote Sens , vol.25 , pp. 5655-5668
    • Wang, L.1    Sousa, W.2    Gong, P.3
  • 15
    • 44649110801 scopus 로고    scopus 로고
    • Identifying mangrove species and their surrounding land use and land cover classes using an object-oriented approach with a lacunarity spatial measure
    • Myint, S.W.; Giri, C.P.;Wang, L.; Zhu, Z.L.; Gillette, S.C. Identifying mangrove species and their surrounding land use and land cover classes using an object-oriented approach with a lacunarity spatial measure. GISci. Remote Sens. 2008, 45, 188-208
    • (2008) GISci. Remote Sens , vol.45 , pp. 188-208
    • Myint, S.W.1    Giri, C.P.2    Wang, L.3    Zhu, Z.L.4    Gillette, S.C.5
  • 16
    • 84856762488 scopus 로고    scopus 로고
    • Hyperspectral data for mangrove species mapping: A comparison of pixel-based and object-based approach
    • Kamal, M.; Phinn, S. Hyperspectral data for mangrove species mapping: A comparison of pixel-based and object-based approach. Remote Sens. 2011, 3, 2222-2242
    • (2011) Remote Sens , vol.3 , pp. 2222-2242
    • Kamal, M.1    Phinn, S.2
  • 17
    • 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
  • 18
    • 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
  • 19
    • 84950139450 scopus 로고    scopus 로고
    • Satellite images for monitoring mangrove cover changes in a fast growing economic region in southern peninsular malaysia
    • Kanniah, K.; Sheikhi, A.; Cracknell, A.; Goh, H.; Tan, K.; Ho, C.; Rasli, F. Satellite images for monitoring mangrove cover changes in a fast growing economic region in southern peninsular malaysia. Remote Sens. 2015, 7, 14360-14385
    • (2015) Remote Sens , vol.7 , pp. 14360-14385
    • Kanniah, K.1    Sheikhi, A.2    Cracknell, A.3    Goh, H.4    Tan, K.5    Ho, C.6    Rasli, F.7
  • 20
    • 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
  • 21
    • 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
  • 22
    • 85029354901 scopus 로고    scopus 로고
    • "Kill two birds with one stone": Urban tree species classification using bi-temporal pléiades images to study nesting preferences of an invasive bird
    • Louarn, M.L.; Clergeau, P.; Briche, E.; Deschamps-Cottin, M. "Kill two birds with one stone": Urban tree species classification using bi-temporal pléiades images to study nesting preferences of an invasive bird. Remote Sens. 2017, 9, 916
    • (2017) Remote Sens , vol.9 , pp. 916
    • Louarn, M.L.1    Clergeau, P.2    Briche, E.3    Deschamps-Cottin, M.4
  • 23
    • 0030774355 scopus 로고    scopus 로고
    • Mangroves of china: A brief review
    • Li, M.; Lee, S. Mangroves of china: A brief review. For. Ecol. Manag. 1997, 96, 241-259
    • (1997) For. Ecol. Manag , vol.96 , pp. 241-259
    • Li, M.1    Lee, S.2
  • 24
    • 85042529288 scopus 로고    scopus 로고
    • A primary study on plant community of wangqingsha semi-constructed wetland in nansha district of guangzhou city
    • In Chinese
    • Penghua, Q.; Songjun, X.; Ying, F.; Gengzong, X. A primary study on plant community of wangqingsha semi-constructed wetland in nansha district of guangzhou city. Ecol. Sci. 2011, 30, 43-50. (In Chinese)
    • (2011) Ecol. Sci , vol.30 , pp. 43-50
    • Penghua, Q.1    Songjun, X.2    Ying, F.3    Gengzong, X.4
  • 25
    • 85042523418 scopus 로고    scopus 로고
    • Species diversity and spatial distribution pattern of mangrove in nansha wetland park
    • In Chinese
    • Ni, Q.; Songjun, X.; Penghua, Q.; Yan, S.; Anyi, N.; Guangchan, X. Species diversity and spatial distribution pattern of mangrove in nansha wetland park. Ecol. Environ. Sci. 2017, 26, 27-35. (In Chinese)
    • (2017) Ecol. Environ. Sci , vol.26 , pp. 27-35
    • Ni, Q.1    Songjun, X.2    Penghua, Q.3    Yan, S.4    Anyi, N.5    Guangchan, X.6
  • 26
    • 84894819429 scopus 로고    scopus 로고
    • Spectral and spatial quality analysis of pan-sharpening algorithms: A case study in istanbul
    • Sarp, G. Spectral and spatial quality analysis of pan-sharpening algorithms: A case study in istanbul. Eur. J. Remote Sens. 2014, 47, 19-28
    • (2014) Eur. J. Remote Sens , vol.47 , pp. 19-28
    • Sarp, G.1
  • 27
    • 84873204284 scopus 로고    scopus 로고
    • Remote sensing in mapping mangrove ecosystems-An object-based approach
    • Vo, Q.T.; Oppelt, N.; Leinenkugel, P.; Kuenzer, C. Remote sensing in mapping mangrove ecosystems-An object-based approach. Remote Sens. 2013, 5, 183-201
    • (2013) Remote Sens , vol.5 , pp. 183-201
    • Vo, Q.T.1    Oppelt, N.2    Leinenkugel, P.3    Kuenzer, C.4
  • 28
    • 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
  • 29
    • 85008210901 scopus 로고    scopus 로고
    • Using mixed objects in the training of object-based image classifications
    • Costa, H.; Foody, G.M.; Boyd, D.S. Using mixed objects in the training of object-based image classifications. Remote Sens. Environ. 2017, 190, 188-197
    • (2017) Remote Sens. Environ , vol.190 , pp. 188-197
    • Costa, H.1    Foody, G.M.2    Boyd, D.S.3
  • 30
    • 0030136491 scopus 로고    scopus 로고
    • The use of the normalized difference water index (NDWI) in the delineation of open water features
    • McFeeters, S.K. The use of the normalized difference water index (NDWI) in the delineation of open water features. Int. J. Remote Sens. 1996, 17, 1425-1432
    • (1996) Int. J. Remote Sens , vol.17 , pp. 1425-1432
    • McFeeters, S.K.1
  • 31
    • 34548435161 scopus 로고    scopus 로고
    • Feature selection by genetic algorithms in object-based classification of ikonos imagery for forest mapping in flanders, belgium
    • Van Coillie, F.M.; Verbeke, L.P.; De Wulf, R.R. Feature selection by genetic algorithms in object-based classification of ikonos imagery for forest mapping in flanders, belgium. Remote Sens. Environ. 2007, 110, 476-487
    • (2007) Remote Sens. Environ , vol.110 , pp. 476-487
    • Van Coillie, F.M.1    Verbeke, L.P.2    De Wulf, R.R.3
  • 32
    • 77956882980 scopus 로고    scopus 로고
    • Digital zoning of south african viticultural terroirs using bootstrapped decision trees on morphometric data and multitemporal spot images
    • Vaudour, E.; Carey, V.A.; Gilliot, J.M. Digital zoning of south african viticultural terroirs using bootstrapped decision trees on morphometric data and multitemporal spot images. Remote Sens. Environ. 2010, 114, 2940-2950
    • (2010) Remote Sens. Environ , vol.114 , pp. 2940-2950
    • Vaudour, E.1    Carey, V.A.2    Gilliot, J.M.3
  • 34
    • 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
  • 35
    • 84870760985 scopus 로고    scopus 로고
    • Tree species classification with random forest using very high spatial resolution 8-band worldview-2 satellite data
    • Immitzer, M.; Atzberger, C.; Koukal, T. Tree species classification with random forest using very high spatial resolution 8-band worldview-2 satellite data. Remote Sens. 2012, 4, 2661-2693
    • (2012) Remote Sens , vol.4 , pp. 2661-2693
    • Immitzer, M.1    Atzberger, C.2    Koukal, T.3
  • 36
    • 84986237309 scopus 로고    scopus 로고
    • Fine-resolution forest tree height estimation across the sierra nevada through the integration of spaceborne lidar, airborne lidar, and optical imagery
    • Su, Y.; Ma, Q.; Guo, Q. Fine-resolution forest tree height estimation across the sierra nevada through the integration of spaceborne lidar, airborne lidar, and optical imagery. Int. J. Digit. Earth 2017, 10, 307-323
    • (2017) Int. J. Digit. Earth , vol.10 , pp. 307-323
    • Su, Y.1    Ma, Q.2    Guo, Q.3
  • 38
    • 0028806865 scopus 로고
    • Thematic map accuracy assessment from the perspective of finite population sampling
    • Stehman, S.V. Thematic map accuracy assessment from the perspective of finite population sampling. Int. J. Remote Sens. 1995, 16, 589-593
    • (1995) Int. J. Remote Sens , vol.16 , pp. 589-593
    • Stehman, S.V.1
  • 39
    • 3042661357 scopus 로고    scopus 로고
    • Thematic map comparison: Evaluating the statistical significance of differences in classification accuracy
    • Foody, G.M. Thematic map comparison: Evaluating the statistical significance of differences in classification accuracy. Photogramm. Eng. Remote Sens. 2004, 70, 627-633
    • (2004) Photogramm. Eng. Remote Sens , vol.70 , pp. 627-633
    • Foody, G.M.1
  • 40
    • 79953222584 scopus 로고    scopus 로고
    • Comparison of pixel-and object-based classification in land cover change mapping
    • Robertson, L.D.; King, D.J. Comparison of pixel-and object-based classification in land cover change mapping. Int. J. Remote Sens. 2011, 32, 1505-1529
    • (2011) Int. J. Remote Sens , vol.32 , pp. 1505-1529
    • Robertson, L.D.1    King, D.J.2
  • 41
    • 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
  • 42
    • 84455175710 scopus 로고    scopus 로고
    • Comparing object-based and pixel-based classifications for mapping savannas
    • Whiteside, T.G.; Boggs, G.S.; Maier, S.W. Comparing object-based and pixel-based classifications for mapping savannas. Int. J. Appl. Earth Obs. Geoinf. 2011, 13, 884-893
    • (2011) Int. J. Appl. Earth Obs. Geoinf , vol.13 , pp. 884-893
    • Whiteside, T.G.1    Boggs, G.S.2    Maier, S.W.3
  • 43
    • 84903159350 scopus 로고    scopus 로고
    • Managing urban coastal areas through landscape metrics: An assessment of mumbai's mangrove system
    • Vaz, E. Managing urban coastal areas through landscape metrics: An assessment of mumbai's mangrove system. Ocean Coast. Manag. 2014, 98, 27-37
    • (2014) Ocean Coast. Manag , vol.98 , pp. 27-37
    • Vaz, E.1
  • 44
    • 3042764181 scopus 로고    scopus 로고
    • Use and misuse of landscape indices
    • Li, H.;Wu, J. Use and misuse of landscape indices. Landsc. Ecol. 2004, 19, 389-399
    • (2004) Landsc. Ecol , vol.19 , pp. 389-399
    • Li, H.1    Wu, J.2
  • 45
    • 84941920831 scopus 로고    scopus 로고
    • Scale effect of li-xiang railway construction impact on landscape pattern and its ecological risk
    • Wang, D.; Qiu, P.; Fang, Y. Scale effect of li-xiang railway construction impact on landscape pattern and its ecological risk. Chin. J. Appl. Ecol. 2015, 26, 2493-2503
    • (2015) Chin. J. Appl. Ecol , vol.26 , pp. 2493-2503
    • Wang, D.1    Qiu, P.2    Fang, Y.3
  • 46
    • 85015302475 scopus 로고    scopus 로고
    • Object-based urban tree species classification using bi-temporal worldview-2 and worldview-3 images
    • Li, D.; Ke, Y.H.; Gong, H.L.; Li, X.J. Object-based urban tree species classification using bi-temporal worldview-2 and worldview-3 images. Remote Sens. 2015, 7, 16917-16937
    • (2015) Remote Sens , vol.7 , pp. 16917-16937
    • Li, D.1    Ke, Y.H.2    Gong, H.L.3    Li, X.J.4
  • 47
    • 84897586103 scopus 로고    scopus 로고
    • A comparison of selected classification algorithms for mapping bamboo patches in lower gangetic plains using very high resolution worldview 2 imagery
    • Ghosh, A.; Joshi, P.K. A comparison of selected classification algorithms for mapping bamboo patches in lower gangetic plains using very high resolution worldview 2 imagery. Int. J. Appl. Earth Obs. Geoinf. 2014, 26, 298-311
    • (2014) Int. J. Appl. Earth Obs. Geoinf , vol.26 , pp. 298-311
    • Ghosh, A.1    Joshi, P.K.2
  • 48
    • 84903574339 scopus 로고    scopus 로고
    • Data fusion and classifier ensemble techniques for vegetation mapping in the coastal everglades
    • Zhang, C.Y.; Xie, Z.X. Data fusion and classifier ensemble techniques for vegetation mapping in the coastal everglades. Geocarto Int. 2014, 29, 228-243
    • (2014) Geocarto Int , vol.29 , pp. 228-243
    • Zhang, C.Y.1    Xie, Z.X.2
  • 49
    • 39749162214 scopus 로고    scopus 로고
    • Object-based classification using quickbird imagery for delineating forest vegetation polygons in a mediterranean test site
    • Mallinis, G.; Koutsias, N.; Tsakiri-Strati, M.; Karteris, M. Object-based classification using quickbird imagery for delineating forest vegetation polygons in a mediterranean test site. ISPRS J. Photogramm. Remote Sens. 2008, 63, 237-250
    • (2008) ISPRS J. Photogramm. Remote Sens , vol.63 , pp. 237-250
    • Mallinis, G.1    Koutsias, N.2    Tsakiri-Strati, M.3    Karteris, M.4
  • 51
    • 85013625662 scopus 로고    scopus 로고
    • Specific land cover class mapping by semi-supervised weighted support vector machines
    • Silva, J.; Bacao, F.; Caetano, M. Specific land cover class mapping by semi-supervised weighted support vector machines. Remote Sens. 2017, 9, 181
    • (2017) Remote Sens , vol.9 , pp. 181
    • Silva, J.1    Bacao, F.2    Caetano, M.3
  • 52
    • 85007040232 scopus 로고    scopus 로고
    • Ensemble learning from synthetically mixed training data for quantifying urban land cover with support vector regression
    • Okujeni, A.; van der Linden, S.; Suess, S.; Hostert, P. Ensemble learning from synthetically mixed training data for quantifying urban land cover with support vector regression. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2017, 10, 1640-1650
    • (2017) IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens , vol.10 , pp. 1640-1650
    • Okujeni, A.1    van der Linden, S.2    Suess, S.3    Hostert, P.4
  • 53
    • 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
  • 54
    • 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
  • 55
    • 84937918615 scopus 로고    scopus 로고
    • On the importance of training data sample selection in random forest image classification: A case study in peatland ecosystem mapping
    • Millard, K.; Richardson, M. On the importance of training data sample selection in random forest image classification: A case study in peatland ecosystem mapping. Remote Sens. 2015, 7, 8489-8515
    • (2015) Remote Sens , vol.7 , pp. 8489-8515
    • Millard, K.1    Richardson, M.2
  • 56
    • 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
  • 57
    • 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


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.