메뉴 건너뛰기




Volumn 2015, Issue 1, 2015, Pages 7-20

Impact of categorical and spatial scale on supervised crop classification using remote sensing

Author keywords

Agricultural monitoring; Categorical scale; Crop classification; Pixel purity; Spatial scale

Indexed keywords


EID: 84923316459     PISSN: 14328364     EISSN: None     Source Type: Journal    
DOI: 10.1127/pfg/2015/0252     Document Type: Article
Times cited : (3)

References (26)
  • 1
    • 33747139337 scopus 로고    scopus 로고
    • On scales and dynamics in observing the environment
    • Aplin, P., 2006: On scales and dynamics in observing the environment. - International Journal of Remote Sensing 27 (11): 2123-2140.
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.11 , pp. 2123-2140
    • Aplin, P.1
  • 2
    • 4544236201 scopus 로고    scopus 로고
    • Spatial variation in land cover and choice of spatial resolution for remote sensing
    • Atkinson, P.M. & Aplin, P., 2004: Spatial variation in land cover and choice of spatial resolution for remote sensing. - International Journal of Remote Sensing 25 (18): 3687-3702.
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.18 , pp. 3687-3702
    • Atkinson, P.M.1    Aplin, P.2
  • 4
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., 2001: Random forests. - Machine Learning 45 (1): 5-32.
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 5
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Congalton, R.G., 1991: A review of assessing the accuracy of classifications of remotely sensed data. - Remote Sensing of Environment 37 (1):35-46.
    • (1991) Remote Sensing of Environment , vol.37 , Issue.1 , pp. 35-46
    • Congalton, R.G.1
  • 6
    • 0023523295 scopus 로고
    • The interactive effect of spatial resolution and degree of internal variability within land-cover types on classification accuracies
    • Cushnie, J.L., 1987: The interactive effect of spatial resolution and degree of internal variability within land-cover types on classification accuracies. - International Journal of Remote Sensing 8 (1): 15-29.
    • (1987) International Journal of Remote Sensing , vol.8 , Issue.1 , pp. 15-29
    • Cushnie, J.L.1
  • 7
    • 77956179220 scopus 로고    scopus 로고
    • A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing
    • Duveiller, G. & Defourny, P., 2010: A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing. - Remote Sensing of Environment 114 (11): 2637-2650.
    • (2010) Remote Sensing of Environment , vol.114 , Issue.11 , pp. 2637-2650
    • Duveiller, G.1    Defourny, P.2
  • 8
    • 0030292025 scopus 로고    scopus 로고
    • Incorporating mixed pixels in the training, allocation and testing stages of supervised classifications
    • Foody, G.M., 1996: Incorporating mixed pixels in the training, allocation and testing stages of supervised classifications. - Pattern Recognition Letters 17 (13): 1389-1398.
    • (1996) Pattern Recognition Letters , vol.17 , Issue.13 , pp. 1389-1398
    • Foody, G.M.1
  • 9
    • 0036213079 scopus 로고    scopus 로고
    • Status of land cover classification accuracy assessment
    • Foody, G.M., 2002: Status of land cover classification accuracy assessment. - Remote Sensing of Environment 80 (1): 185-201.
    • (2002) Remote Sensing of Environment , vol.80 , Issue.1 , pp. 185-201
    • Foody, G.M.1
  • 10
    • 0035696907 scopus 로고    scopus 로고
    • Effect of spatial resolution on classification errors of pure and mixed pixels in remote sensing
    • Hsieh, P., Lee, L.C. & Chen, N., 2001: Effect of spatial resolution on classification errors of pure and mixed pixels in remote sensing. - IEEE Transactions on Geoscience and Remote Sensing 39(12): 2657-2663.
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.12 , pp. 2657-2663
    • Hsieh, P.1    Lee, L.C.2    Chen, N.3
  • 11
    • 18144430667 scopus 로고    scopus 로고
    • On the choice of spatial and categorical scale in remote sensing land cover classification
    • Ju, J., Gopal, S. & Kolaczyk, E.D., 2005: On the choice of spatial and categorical scale in remote sensing land cover classification. - Remote Sensing of Environment 96 (1): 62-77.
    • (2005) Remote Sensing of Environment , vol.96 , Issue.1 , pp. 62-77
    • Ju, J.1    Gopal, S.2    Kolaczyk, E.D.3
  • 12
    • 0027101175 scopus 로고
    • The problem of pattern and scale in ecology
    • Levin, S.A., 1992: The problem of pattern and scale in ecology. - Ecology 73 (6): 1943-1967.
    • (1992) Ecology , vol.73 , Issue.6 , pp. 1943-1967
    • Levin, S.A.1
  • 13
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomforest
    • Liaw, A. & Wiener, M., 2002: Classification and Regression by randomForest. - R News 2 (3):18-22
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 14
    • 84875681835 scopus 로고    scopus 로고
    • Per-field crop classification in irrigated agricultural regions in middle asia using random forest and support vector machine ensemble
    • Edinburgh, United Kingdom
    • Löw, F., Schorcht, G., Michel, U., Dech, S. & Conrad, C., 2012: Per-field crop classification in irrigated agricultural regions in Middle Asia using random forest and support vector machine ensemble. - Proceedings of SPIE 8538, Edinburgh, United Kingdom.
    • (2012) Proceedings of SPIE 8538
    • Löw, F.1    Schorcht, G.2    Michel, U.3    Dech, S.4    Conrad, C.5
  • 15
    • 84907466218 scopus 로고    scopus 로고
    • Defining the spatial resolution requirements for crop identification using optical remote sensing
    • Löw, F. & Duveiller, G., 2014: Defining the spatial resolution requirements for crop identification using optical remote sensing. - Remote Sensing 6 (9): 9034-9063.
    • (2014) Remote Sensing , vol.6 , Issue.9 , pp. 9034-9063
    • Löw, F.1    Duveiller, G.2
  • 16
    • 84884514639 scopus 로고    scopus 로고
    • Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using support vector machines
    • Löw, F., Michel, U., Dech, S. & Conrad, C., 2013: Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines. - ISPRS Journal of Photogrammetry and Remote Sensing 85: 102-119.
    • (2013) ISPRS Journal of Photogrammetry and Remote Sensing , vol.85 , pp. 102-119
    • Löw, F.1    Michel, U.2    Dech, S.3    Conrad, C.4
  • 17
    • 0028163123 scopus 로고
    • Remote sensing and the measurement of geographical entities in a forested environment. 1: The scale and spatial aggregation problem
    • Marceau, D.J., Howarth, P.J. & Gratton, D.J., 1994a: Remote sensing and the measurement of geographical entities in a forested environment. 1: The scale and spatial aggregation problem. - Remote Sensing of Environment 49 (2): 93-104.
    • (1994) Remote Sensing of Environment , vol.49 , Issue.2 , pp. 93-104
    • Marceau, D.J.1    Howarth, P.J.2    Gratton, D.J.3
  • 19
    • 34547581939 scopus 로고    scopus 로고
    • Optimizing image resolution to maximize the accuracy of hard classification
    • Mccloy, K. & Bøcher, P., 2007: Optimizing image resolution to maximize the accuracy of hard classification. - Photogrammetric Engineering and Remote Sensing 73 (8): 893-903.
    • (2007) Photogrammetric Engineering and Remote Sensing , vol.73 , Issue.8 , pp. 893-903
    • McCloy, K.1    Bøcher, P.2
  • 21
    • 85101511266 scopus 로고    scopus 로고
    • Analysis and visualization of classifier performance: Comparison under imprecise class and cost distributions
    • AAAI Press, Menlo Park, CA, USA
    • Provost, F. & Fawcett, T., 1997: Analysis and visualization of classifier performance: Comparison under imprecise class and cost distributions. - Third international conference on knowledge discovery and data mining. - AAAI Press, Menlo Park, CA, USA.
    • (1997) Third International Conference on Knowledge Discovery and Data Mining
    • Provost, F.1    Fawcett, T.2
  • 22
    • 84887545876 scopus 로고    scopus 로고
    • Atmospheric/topographic correction for satellite imagery
    • Richter, R., 2011: Atmospheric/Topographic Correction for Satellite Imagery. - ATCOR-2/3 User Guide 7.1.
    • (2011) ATCOR-2/3 User Guide , vol.7 , Issue.1
    • Richter, R.1
  • 23
  • 24
    • 0004217877 scopus 로고
    • 2nd ed. Butterworths Butterworth & Co Publishers Ltd., United Kingdom
    • Van Rijsbergen, C.J., 1979: Information Retrieval, 2nd ed., Butterworths. - Butterworth & Co Publishers Ltd., United Kingdom.
    • (1979) Information Retrieval
    • Van Rijsbergen, C.J.1
  • 26
    • 84893445992 scopus 로고    scopus 로고
    • Automated crop field extraction from multi-temporal web enabled landsat data
    • Yan, L. & Roy, D.P., 2014: Automated crop field extraction from multi-temporal Web Enabled Landsat Data. - Remote Sensing of Environment 144: 42-64.
    • (2014) Remote Sensing of Environment , vol.144 , pp. 42-64
    • Yan, L.1    Roy, D.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.