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Volumn 37, Issue , 2008, Pages 579-582

Merging random forest classification with an object-oriented approach for analysis of agricultural lands

Author keywords

Agriculture; Land use; Landsat imagery; Random Forest; Segmentation

Indexed keywords

AGRICULTURAL MACHINERY; AGRICULTURE; DECISION TREES; IMAGE SEGMENTATION; LAND USE; LEARNING ALGORITHMS; LEARNING SYSTEMS; PIXELS; REMOTE SENSING;

EID: 79960732821     PISSN: 16821750     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (41)

References (27)
  • 1
    • 33845754355 scopus 로고    scopus 로고
    • Mapping wetlands and riparian areas using landsat ETM+ imagery and decision-tree-based models
    • Baker, C., R. Lawrence, C. Montagne, and D. Patten. 2006. Mapping wetlands and riparian areas using Landsat ETM+ imagery and decision-tree-based models. Wetlands, 26: 465-474.
    • (2006) Wetlands , vol.26 , pp. 465-474
    • Baker, C.1    Lawrence, R.2    Montagne, C.3    Patten, D.4
  • 3
    • 0041382385 scopus 로고    scopus 로고
    • (accessed 20 April 2008)
    • Breiman, L., and A. Cutler. 2005. "Random Forests". http://www.stat.berkeley.edu/users/breiman/RandomForests/cc-home.htm (accessed 20 April 2008).
    • (2005) Random Forests
    • Breiman, L.1    Cutler, A.2
  • 6
    • 33645222761 scopus 로고    scopus 로고
    • Predicting tillage practices and agricultural soil disturbance in North Central Montana with landsat imagery
    • Bricklemyer, R.S., R.L. Lawrence, P.R. Miller, and N. Battogtokh. 2006. Predicting tillage practices and agricultural soil disturbance in north central Montana with Landsat imagery. Agriculture, Ecosystems and Environment, 114: 210-216.
    • (2006) Agriculture, Ecosystems and Environment , vol.114 , pp. 210-216
    • Bricklemyer, R.S.1    Lawrence, R.L.2    Miller, P.R.3    Battogtokh, N.4
  • 9
    • 0022990288 scopus 로고
    • Vegetation and soils information contained in transformed thematic mapper data
    • Zurich, Switzerland, 8-11 September 1986
    • Crist, E.P., R. Laurin, and R.C. Cicone. 1986. Vegetation and soils information contained in transformed Thematic Mapper data. In Proceedings of IGARSS '86 Symposium, Zurich, Switzerland, 8-11 September 1986. pp.1465-1470.
    • (1986) Proceedings of IGARSS '86 Symposium , pp. 1465-1470
    • Crist, E.P.1    Laurin, R.2    Cicone, R.C.3
  • 11
    • 0032454775 scopus 로고    scopus 로고
    • Mapping conservation reserve program (CRP) grasslands using multi-seasonal thematic mapper imagery
    • Egbert, S.L., Lee, R.Y., Price, K.P., and R. Boyce. 1998. Mapping conservation reserve program (CRP) grasslands using multi-seasonal Thematic Mapper imagery. Geocarto International, 13: 17-24.
    • (1998) Geocarto International , vol.13 , pp. 17-24
    • Egbert, S.L.1    Lee, R.Y.2    Price, K.P.3    Boyce, R.4
  • 12
    • 0347922005 scopus 로고    scopus 로고
    • Conservation tillage and plant biotechnology: How new technologies can improve the environment by reducing the need to plow
    • Fawcett, R., and D. Towery. 2002. Conservation tillage and plant biotechnology: how new technologies can improve the environment by reducing the need to plow. Conservation Technology Information Center. 24 pp.
    • (2002) Conservation Technology Information Center , vol.24
    • Fawcett, R.1    Towery, D.2
  • 15
    • 34547587275 scopus 로고    scopus 로고
    • Using object-oriented classification of ADS40 data to map the benthic habitats of the State of Texas
    • Green, K. and C. Lopez. 2007. Using object-oriented classification of ADS40 data to map the Benthic habitats of the state of Texas. Journal of Photogrammetric Engineering and Remote Sensing, 73: 861-865.
    • (2007) Journal of Photogrammetric Engineering and Remote Sensing , vol.73 , pp. 861-865
    • Green, K.1    Lopez, C.2
  • 17
    • 0037140239 scopus 로고    scopus 로고
    • Derivation of a tasseled cap transformation based on landsat 7 at-satellite reflectance
    • Huang, C., B. Wylie, L. Yang, C. Homer, and G. Zylstra. 2002. Derivation of a tasseled cap transformation based on Landsat 7 at-satellite reflectance. International Journal of Remote Sensing, 23: 1741-1748.
    • (2002) International Journal of Remote Sensing , vol.23 , pp. 1741-1748
    • Huang, C.1    Wylie, B.2    Yang, L.3    Homer, C.4    Zylstra, G.5
  • 18
    • 31344453556 scopus 로고    scopus 로고
    • Mapping invasive plants using hyperspectral imagery and breiman cutler classifications (RandomForest)
    • Lawrence, R.L., S. D. Wood, and R.L. Sheley. 2006. Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (RandomForest). Remote Sensing of Environment, 100: 356-362.
    • (2006) Remote Sensing of Environment , vol.100 , pp. 356-362
    • Lawrence, R.L.1    Wood, S.D.2    Sheley, R.L.3
  • 19
    • 1842431416 scopus 로고    scopus 로고
    • Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis
    • Lawrence, R., A. Bunn, S. Powell, and M. Zambon. 2004. Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis. Remote Sensing of Environment, 90: 331-336.
    • (2004) Remote Sensing of Environment , vol.90 , pp. 331-336
    • Lawrence, R.1    Bunn, A.2    Powell, S.3    Zambon, M.4
  • 20
    • 0035679049 scopus 로고    scopus 로고
    • Rule-based classification systems using classification and regression tree (CART) analysis
    • Lawrence, R.L., and A. Wright. 2001. Rule-based classification systems using classification and regression tree (CART) analysis. Photogrammetric Engineering and Remote sensing, 67: 1137-1142.
    • (2001) Photogrammetric Engineering and Remote Sensing , vol.67 , pp. 1137-1142
    • Lawrence, R.L.1    Wright, A.2
  • 23
    • 0002629584 scopus 로고    scopus 로고
    • Mapping land cover in a high plains agro-ecosystem using a multi-date landsat thematic mapper modeling approach
    • Price, K.P., Egbert, S.L., Nellis, M.D., Lee, R.Y., and Boyce, R. 1997. Mapping land cover in a High Plains agro-ecosystem using a multi-date Landsat Thematic Mapper modeling approach. Transactions of the Kansas Academy of Science, 100: 21-33.
    • (1997) Transactions of the Kansas Academy of Science , vol.100 , pp. 21-33
    • Price, K.P.1    Egbert, S.L.2    Nellis, M.D.3    Lee, R.Y.4    Boyce, R.5
  • 24
    • 80051724046 scopus 로고    scopus 로고
    • Landsat 7 (SDH-L7) National Aeronautics and Space Administration (accessed 10 March 2008)
    • Science Data Users Handbook, - Landsat 7 (SDH-L7). 2006. National Aeronautics and Space Administration. http://landsathandbook.gsfc.nasa.gov/handbook/handbook-toc.html (accessed 10 March 2008).
    • (2006) Science Data Users Handbook
  • 26
    • 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.B., L. P.C. Verbeke, and R. R. De Wulf. 2007. Feature selection by genetic algorithms in object-based classification of IKONOS imagery for forest mapping in Flanders, Belgium. Remote Sensing of Environment, 110: 476-487.
    • (2007) Remote Sensing of Environment , vol.110 , pp. 476-487
    • Van Coillie, F.M.B.1    Verbeke, L.P.C.2    De Wulf, R.R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.