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Volumn 15, Issue 5, 2018, Pages 789-793

Multisource Earth Observation Data for Land-Cover Classification Using Random Forest

Author keywords

Digital surface model (DSM); land cover; local climate zones (LCZs); random forest (RF); thermal infrared sensor (TIRS)

Indexed keywords

CLIMATE MODELS; DECISION TREES; DIGITAL RADIO; INFRARED DETECTORS; INFRARED DEVICES; INFRARED RADIATION; OBSERVATORIES; RADIOMETRY; REMOTE SENSING; SOILS; SUPPORT VECTOR MACHINES; VEGETATION;

EID: 85043390098     PISSN: 1545598X     EISSN: 15580571     Source Type: Journal    
DOI: 10.1109/LGRS.2018.2806223     Document Type: Article
Times cited : (40)

References (20)
  • 1
    • 84871311007 scopus 로고    scopus 로고
    • Local climate zones for urban temperature studies
    • Dec
    • I. D. Stewart and T. R. Oke, "Local climate zones for urban temperature studies," Bull. Amer. Meteorol. Soc., vol. 93, no. 12, pp. 1879-1900, Dec. 2012.
    • (2012) Bull. Amer. Meteorol. Soc. , vol.93 , Issue.12 , pp. 1879-1900
    • Stewart, I.D.1    Oke, T.R.2
  • 2
    • 84872359932 scopus 로고    scopus 로고
    • Finer resolution observation and monitoring of global land cover: First mapping results with Landsat TM and ETM+data
    • Dec
    • P. Gong et al., "Finer resolution observation and monitoring of global land cover: First mapping results with Landsat TM and ETM+data," Int. J. Remote Sens., vol. 34, no. 7, pp. 2607-2654, Dec. 2013.
    • (2013) Int. J. Remote Sens. , vol.34 , Issue.7 , pp. 2607-2654
    • Gong, P.1
  • 3
    • 84977998287 scopus 로고    scopus 로고
    • Salient band selection for hyperspectral image classification via manifold ranking
    • Jun
    • Q. Wang, J. Lin, and Y. Yuan, "Salient band selection for hyperspectral image classification via manifold ranking," IEEE Trans. Neural Netw. Learn. Syst., vol. 27, no. 6, pp. 1279-1288, Jun. 2016.
    • (2016) IEEE Trans. Neural Netw. Learn. Syst. , vol.27 , Issue.6 , pp. 1279-1288
    • Wang, Q.1    Lin, J.2    Yuan, Y.3
  • 4
    • 84886591386 scopus 로고    scopus 로고
    • Multi-spectral dataset and its application in saliency detection
    • Dec
    • Q.Wang, G. Zhu, and Y. Yuan, "Multi-spectral dataset and its application in saliency detection," Comput. Vis. Image Understand., vol. 117, no. 12, pp. 1748-1754, Dec. 2013.
    • (2013) Comput. Vis. Image Understand. , vol.117 , Issue.12 , pp. 1748-1754
    • Wang, Q.1    Zhu, G.2    Yuan, Y.3
  • 5
    • 84894050503 scopus 로고    scopus 로고
    • Multi-cue based tracking
    • May
    • Q. Wang, J. Fang, and Y. Yuan, "Multi-cue based tracking," Neurocomputing, vol. 131, pp. 227-236, May 2014.
    • (2014) Neurocomputing , vol.131 , pp. 227-236
    • Wang, Q.1    Fang, J.2    Yuan, Y.3
  • 6
    • 84973901427 scopus 로고    scopus 로고
    • Automatic subspace learning via principal coefficients embedding
    • Nov
    • X. Peng, J. Lu, Z. Yi, and R. Yan, "Automatic subspace learning via principal coefficients embedding," IEEE Trans. Cybern., vol. 47, no. 11, pp. 3583-3596, Nov. 2017.
    • (2017) IEEE Trans. Cybern. , vol.47 , Issue.11 , pp. 3583-3596
    • Peng, X.1    Lu, J.2    Yi, Z.3    Yan, R.4
  • 7
    • 84991030653 scopus 로고    scopus 로고
    • Connections between nuclear-norm and Frobenius-norm-based representations
    • Jan
    • X. Peng, C. Lu, Z. Yi, and H. Tang, "Connections between nuclear-norm and Frobenius-norm-based representations," IEEE Trans. Neural Netw. Learn. Syst., vol. 29, no. 1, pp. 218-224, Jan. 2018.
    • (2018) IEEE Trans. Neural Netw. Learn. Syst. , vol.29 , Issue.1 , pp. 218-224
    • Peng, X.1    Lu, C.2    Yi, Z.3    Tang, H.4
  • 8
    • 84864742679 scopus 로고    scopus 로고
    • Classification of local climate zones based on multiple earth observation data
    • Aug
    • B. Bechtel and C. Daneke, "Classification of local climate zones based on multiple earth observation data," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 4, pp. 1191-1202, Aug. 2012.
    • (2012) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.5 , Issue.4 , pp. 1191-1202
    • Bechtel, B.1    Daneke, C.2
  • 9
    • 84864515217 scopus 로고    scopus 로고
    • Integrating multi-sensor remote sensing data for land use/cover mapping in a tropical mountainous area in northern Thailand
    • Aug
    • Y.-C. Wang, C.-C. Feng, and H. V. Duc, "Integrating multi-sensor remote sensing data for land use/cover mapping in a tropical mountainous area in northern Thailand," J. Geophys. Res., vol. 50, no. 3, pp. 320-331, Aug. 2012.
    • (2012) J. Geophys. Res. , vol.50 , Issue.3 , pp. 320-331
    • Wang, Y.-C.1    Feng, C.-C.2    Duc, H.V.3
  • 10
    • 85007341583 scopus 로고    scopus 로고
    • Multi-source remotely sensed data fusion for improving land cover classification
    • Feb
    • B. Chen, B. Huang, and B. Xu, "Multi-source remotely sensed data fusion for improving land cover classification," ISPRS J. Photogramm. Remote Sens., vol. 124, pp. 27-39, Feb. 2017.
    • (2017) ISPRS J. Photogramm. Remote Sens. , vol.124 , pp. 27-39
    • Chen, B.1    Huang, B.2    Xu, B.3
  • 12
    • 84859644121 scopus 로고    scopus 로고
    • Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment
    • Apr
    • L. Naidoo, M. A. Cho, R. Mathieu, and G. Asner, "Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment," ISPRS J. Photogramm. Remote Sens., vol. 69, pp. 167-179, Apr. 2012.
    • (2012) ISPRS J. Photogramm. Remote Sens. , vol.69 , pp. 167-179
    • Naidoo, L.1    Cho, M.A.2    Mathieu, R.3    Asner, G.4
  • 13
    • 78650731656 scopus 로고    scopus 로고
    • Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests
    • Jan
    • L. Guo, N. Chehata, C. Mallet, and S. Boukir, "Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests," ISPRS J. Photogramm. Remote Sens., vol. 66, no. 1, pp. 56-66, Jan. 2011.
    • (2011) ISPRS J. Photogramm. Remote Sens. , vol.66 , Issue.1 , pp. 56-66
    • Guo, L.1    Chehata, N.2    Mallet, C.3    Boukir, S.4
  • 14
    • 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
    • Jul
    • J. M. Corcoran, J. F. Knight, and A. L. Gallant, "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., vol. 5, no. 7, pp. 3212-3238, Jul. 2013.
    • (2013) Remote Sens. , vol.5 , Issue.7 , pp. 3212-3238
    • Corcoran, J.M.1    Knight, J.F.2    Gallant, A.L.3
  • 15
    • 84873137706 scopus 로고    scopus 로고
    • Forest classification using random forests with multisource remote sensing and ancillary GIS data
    • Melbourne, VIC, Australia, Aug
    • A. Mellor, A. Haywood, S. Jones, and P. Wilkes, "Forest classification using random forests with multisource remote sensing and ancillary GIS data," presented at the 16th Austral. Remote Sens. Photogramm. Conf., Melbourne, VIC, Australia, Aug. 2012.
    • (2012) Present at the 16th Austral. Remote Sens. Photogramm. Conf.
    • Mellor, A.1    Haywood, A.2    Jones, S.3    Wilkes, P.4
  • 16
    • 0035141621 scopus 로고    scopus 로고
    • Classification and change detection using Landsat TM data: When and how to correct atmospheric effects?
    • Feb
    • C. Song, C. E. Woodcock, K. C. Seto, M. P. Lenney, and S. A. Macomber, "Classification and change detection using Landsat TM data: When and how to correct atmospheric effects?" Remote Sens. Environ., vol. 75, no. 2, pp. 230-244, Feb. 2001.
    • (2001) Remote Sens. Environ. , vol.75 , Issue.2 , pp. 230-244
    • Song, C.1    Woodcock, C.E.2    Seto, K.C.3    Lenney, M.P.4    Macomber, S.A.5
  • 17
    • 84900815487 scopus 로고    scopus 로고
    • Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extraction
    • Sep
    • P. Ghamisi, J. N. A. Benediktsson, and J. R. Sveinsson, "Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extraction," IEEE Trans. Geosci. Remote Sens., vol. 52, no. 9, pp. 5771-5782, Sep. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.9 , pp. 5771-5782
    • Ghamisi, P.1    Benediktsson, J.N.A.2    Sveinsson, J.R.3
  • 18
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Apr
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, Apr. 2001.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 19
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Dec
    • R. G. Congalton, "A review of assessing the accuracy of classifications of remotely sensed data," Remote Sens. Environ., vol. 37, no. 1, pp. 35-46, Dec. 1991.
    • (1991) Remote Sens. Environ. , vol.37 , Issue.1 , pp. 35-46
    • Congalton, R.G.1
  • 20
    • 77952720016 scopus 로고    scopus 로고
    • Analysis of impervious surface and its impact on urban heat environment using the normalized difference impervious surface index (NDISI)
    • May
    • H. Xu, "Analysis of impervious surface and its impact on urban heat environment using the normalized difference impervious surface index (NDISI)," Photogramm. Eng. Remote Sens., vol. 76, no. 5, pp. 557-565, May 2010
    • (2010) Photogramm. Eng. Remote Sens. , vol.76 , Issue.5 , pp. 557-565
    • Xu, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.