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Volumn 7, Issue 11, 2015, Pages 15295-15317

Mapping cropland in smallholder-dominated savannas: Integrating remote sensing techniques and probabilistic modeling

Author keywords

Agriculture; Classification; Cropland; Food security; Land cover; Landsat; Logistic regression; Multi temporal; Savanna; Spectral mixture analysis

Indexed keywords

AGRICULTURE; CLASSIFICATION (OF INFORMATION); CROPS; CULTIVATION; ECOSYSTEMS; FOOD SUPPLY;

EID: 84950123056     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs71115295     Document Type: Article
Times cited : (22)

References (74)
  • 2
    • 84988522598 scopus 로고    scopus 로고
    • New Partnership for Africa's Development (NEPAD): Johannesburg, South Africa
    • New Partnership for Africa's Development (NEPAD). Agriculture in Africa: Transformation and Outlook; New Partnership for Africa's Development (NEPAD): Johannesburg, South Africa, 2013.
    • (2013) Agriculture in Africa: Transformation and Outlook
  • 3
    • 70349782856 scopus 로고    scopus 로고
    • Monitoring 25 years of land cover change dynamics in Africa: A sample based remote sensing approach
    • Brink, A.B.; Eva, H.D. Monitoring 25 years of land cover change dynamics in Africa: A sample based remote sensing approach. Appl. Geogr. 2009, 29, 501-512.
    • (2009) Appl. Geogr , vol.29 , pp. 501-512
    • Brink, A.B.1    Eva, H.D.2
  • 8
    • 43049126857 scopus 로고    scopus 로고
    • Building resilience to drought in desertification-prone savannas in sub-Saharan Africa: The water perspective
    • Falkenmark, M.; Rockström, J. Building resilience to drought in desertification-prone savannas in sub-Saharan Africa: The water perspective. Nat. Resour. For. 2008, 32, 93-102.
    • (2008) Nat. Resour. For , vol.32 , pp. 93-102
    • Falkenmark, M.1    Rockström, J.2
  • 13
    • 45449111176 scopus 로고    scopus 로고
    • Farming the planet: Geographic distribution of global agricultural lands in the year 2000
    • Ramankutty, N.; Evan, A.T.; Monfreda, C.; Foley, J.A. Farming the planet: 1. Geographic distribution of global agricultural lands in the year 2000. Glob. Biogeochem. Cycles 2008, 22, doi: 10.1029/2007GB002952
    • (2008) Glob. Biogeochem. Cycles , vol.22
    • Ramankutty, N.1    Evan, A.T.2    Monfreda, C.3    Foley, J.A.4
  • 14
  • 16
    • 84907478462 scopus 로고    scopus 로고
    • How reliable is the MODIS land cover product for crop mapping sub-Saharan agricultural landscapes
    • Leroux, L.; Jolivot, A.; Bégué, A.; Seen, D.L.; Zoungrana, B. How reliable is the MODIS land cover product for crop mapping sub-Saharan agricultural landscapes? Remote Sens. 2014, 6, 8541-8564.
    • (2014) Remote Sens , vol.6 , pp. 8541-8564
    • Leroux, L.1    Jolivot, A.2    Bégué, A.3    Seen, D.L.4    Zoungrana, B.5
  • 17
    • 46349102245 scopus 로고    scopus 로고
    • Assessment of remotely sensed and statistical inventories of African agricultural fields
    • Hannerz, F.; Lotsch, A. Assessment of remotely sensed and statistical inventories of African agricultural fields. Int. J. Remote Sens. 2008, 29, 3787-3804.
    • (2008) Int. J. Remote Sens , vol.29 , pp. 3787-3804
    • Hannerz, F.1    Lotsch, A.2
  • 20
    • 24144450920 scopus 로고    scopus 로고
    • Island Press: Washington, DC, USA
    • Millennium Ecosystem Assessment (MEA). Ecosystems and Human Well-Being; Island Press: Washington, DC, USA, 2005; Volume 5.
    • (2005) Ecosystems and Human Well-Being , vol.5
  • 21
    • 84922238304 scopus 로고    scopus 로고
    • Mining dense Landsat time series for separating cropland and pasture in a heterogeneous Brazilian savanna landscape
    • Müller, H.; Rufin, P.; Griffiths, P.; Barros Siqueira, A.J.; Hostert, P. Mining dense Landsat time series for separating cropland and pasture in a heterogeneous Brazilian savanna landscape. Remote Sens. Environ. 2015, 156, 490-499.
    • (2015) Remote Sens. Environ , vol.156 , pp. 490-499
    • Müller, H.1    Rufin, P.2    Griffiths, P.3    Barros Siqueira, A.J.4    Hostert, P.5
  • 22
    • 84858159351 scopus 로고    scopus 로고
    • Land-Cover change and human population trends in the greater Serengeti ecosystem from 1984-2003
    • Estes, A.B.; Kuemmerle, T.; Kushnir, H.; Radeloff, V.C.; Shugart, H.H. Land-Cover change and human population trends in the greater Serengeti ecosystem from 1984-2003. Biol. Conserv. 2012, 147, 255-263.
    • (2012) Biol. Conserv , vol.147 , pp. 255-263
    • Estes, A.B.1    Kuemmerle, T.2    Kushnir, H.3    Radeloff, V.C.4    Shugart, H.H.5
  • 23
    • 84876433605 scopus 로고    scopus 로고
    • Land-Use and land-cover change detection in a semi-arid area of Niger using multi-temporal analysis of Landsat images
    • Nutini, F.; Boschetti, M.; Brivio, P.A.; Bocchi, S.; Antoninetti, M. Land-Use and land-cover change detection in a semi-arid area of Niger using multi-temporal analysis of Landsat images. Int. J. Remote Sens. 2013, 34, 4769-4790.
    • (2013) Int. J. Remote Sens , vol.34 , pp. 4769-4790
    • Nutini, F.1    Boschetti, M.2    Brivio, P.A.3    Bocchi, S.4    Antoninetti, M.5
  • 24
    • 33645131328 scopus 로고    scopus 로고
    • Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction
    • Jiang, Z.; Huete, A.R.; Chen, J.; Chen, Y.; Li, J.; Yan, G.; Zhang, X. Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction. Remote Sens. Environ. 2006, 101, 366-378.
    • (2006) Remote Sens. Environ , vol.101 , pp. 366-378
    • Jiang, Z.1    Huete, A.R.2    Chen, J.3    Chen, Y.4    Li, J.5    Yan, G.6    Zhang, X.7
  • 25
    • 0031692710 scopus 로고    scopus 로고
    • Responses of spectral indices to variations in vegetation cover and soil background
    • Todd, S.W.; Hoffer, R.M. Responses of spectral indices to variations in vegetation cover and soil background. Photogramm. Eng. Remote Sens. 1998, 64, 915-922.
    • (1998) Photogramm. Eng. Remote Sens , vol.64 , pp. 915-922
    • Todd, S.W.1    Hoffer, R.M.2
  • 26
    • 0026173386 scopus 로고
    • Investigation of soil influences in AVHRR red and near-infrared vegetation index imagery
    • Huete, A.; Tucker, C. Investigation of soil influences in AVHRR red and near-infrared vegetation index imagery. Int. J. Remote Sens. 1991, 12, 1223-1242.
    • (1991) Int. J. Remote Sens , vol.12 , pp. 1223-1242
    • Huete, A.1    Tucker, C.2
  • 27
    • 0025198881 scopus 로고
    • A ratio vegetation index adjusted for soil brightness
    • Major, D.J.; Baret, F.; Guyot, G. A ratio vegetation index adjusted for soil brightness. Int. J. Remote Sens. 1990, 11, 727-740.
    • (1990) Int. J. Remote Sens , vol.11 , pp. 727-740
    • Major, D.J.1    Baret, F.2    Guyot, G.3
  • 28
    • 0022268748 scopus 로고
    • Spectral response of a plant canopy with different soil backgrounds
    • Huete, A.R.; Jackson, R.D.; Post, D.F. Spectral response of a plant canopy with different soil backgrounds. Remote Sens. Environ. 1985, 17, 37-53.
    • (1985) Remote Sens. Environ , vol.17 , pp. 37-53
    • Huete, A.R.1    Jackson, R.D.2    Post, D.F.3
  • 29
    • 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
  • 30
    • 80051874755 scopus 로고    scopus 로고
    • Application of object based classification and high resolution satellite imagery for savanna ecosystem analysis
    • Gibbes, C.; Adhikari, S.; Rostant, L.; Southworth, J.; Qiu, Y. Application of object based classification and high resolution satellite imagery for savanna ecosystem analysis. Remote Sens. 2010, 2, 2748-2772.
    • (2010) Remote Sens , vol.2 , pp. 2748-2772
    • Gibbes, C.1    Adhikari, S.2    Rostant, L.3    Southworth, J.4    Qiu, Y.5
  • 31
    • 84950160641 scopus 로고    scopus 로고
    • A comparison of maximum likelihood classifier and object-based method based on multiple sensor datasets for land-use/cover classification in the Brazilian Amazon
    • Rio de Janeiro, Brazil, 7-9 May
    • Lu, D.; Li, G.; Moran, E.; Freitas, C.C.; Dutra, L.; Sant'Anna, S.J.S. A comparison of maximum likelihood classifier and object-based method based on multiple sensor datasets for land-use/cover classification in the Brazilian Amazon. In Proceedings of 4th Geographic Object-Based Image Analysis (GEOBIA), Rio de Janeiro, Brazil, 7-9 May 2012; pp. 20-24.
    • (2012) Proceedings of 4th Geographic Object-Based Image Analysis (GEOBIA) , pp. 20-24
    • Lu, D.1    Li, G.2    Moran, E.3    Freitas, C.C.4    Dutra, L.5    Sant'Anna, S.J.S.6
  • 32
    • 84864117984 scopus 로고    scopus 로고
    • Limits to detectability of land degradation by trend analysis of vegetation index data
    • Wessels, K.; van den Bergh, F.; Scholes, R. Limits to detectability of land degradation by trend analysis of vegetation index data. Remote Sens. Environ. 2012, 125, 10-22.
    • (2012) Remote Sens. Environ , vol.125 , pp. 10-22
    • Wessels, K.1    van den Bergh, F.2    Scholes, R.3
  • 34
    • 84857325138 scopus 로고    scopus 로고
    • Limits and potentialities of studying dryland vegetation using the optical remote sensing
    • Dawelbait, M.; Morari, F. Limits and potentialities of studying dryland vegetation using the optical remote sensing. Ital. J. Agron. 2008, 3, 97-106.
    • (2008) Ital. J. Agron , vol.3 , pp. 97-106
    • Dawelbait, M.1    Morari, F.2
  • 35
    • 3843119071 scopus 로고    scopus 로고
    • Vegetation cover seasonal changes assessment from TM imagery in a semi-arid landscape
    • Camacho-De Coca, F.; García-Haro, F.J.; Gilabert, M.A.; Meliá, J. Vegetation cover seasonal changes assessment from TM imagery in a semi-arid landscape. Int. J. Remote Sens. 2004, 25, 3451-3476.
    • (2004) Int. J. Remote Sens , vol.25 , pp. 3451-3476
    • Camacho-De Coca, F.1    García-Haro, F.J.2    Gilabert, M.A.3    Meliá, J.4
  • 36
    • 0033947003 scopus 로고    scopus 로고
    • Quantifying vegetation change in semiarid environments: Precision and accuracy of spectral mixture analysis and the normalized difference vegetation index
    • Elmore, A.J.; Mustard, J.F.; Manning, S.J.; Lobell, D.B. Quantifying vegetation change in semiarid environments: Precision and accuracy of spectral mixture analysis and the normalized difference vegetation index. Remote Sens. Environ. 2000, 73, 87-102.
    • (2000) Remote Sens. Environ , vol.73 , pp. 87-102
    • Elmore, A.J.1    Mustard, J.F.2    Manning, S.J.3    Lobell, D.B.4
  • 37
    • 0025571552 scopus 로고
    • Vegetation in deserts: I. A regional measure of abundance from multispectral images
    • Smith, M.O.; Ustin, S.L.; Adams, J.B.; Gillespie, A.R. Vegetation in deserts: I. A regional measure of abundance from multispectral images. Remote Sens. Environ. 1990, 31, 1-26.
    • (1990) Remote Sens. Environ , vol.31 , pp. 1-26
    • Smith, M.O.1    Ustin, S.L.2    Adams, J.B.3    Gillespie, A.R.4
  • 38
    • 84870209137 scopus 로고    scopus 로고
    • Estimating the fractional cover of growth forms and bare surface in savannas. A multi-resolution approach based on regression tree ensembles
    • Gessner, U.; Machwitz, M.; Conrad, C.; Dech, S. Estimating the fractional cover of growth forms and bare surface in savannas. A multi-resolution approach based on regression tree ensembles. Remote Sens. Environ. 2013, 129, 90-102.
    • (2013) Remote Sens. Environ , vol.129 , pp. 90-102
    • Gessner, U.1    Machwitz, M.2    Conrad, C.3    Dech, S.4
  • 40
    • 0028980239 scopus 로고
    • Classification of multispectral images based on fractions of endmembers: Application to land-cover change in the Brazilian Amazon
    • Adams, J.B.; Sabol, D.E.; Kapos, V.; Almeida Filho, R.; Roberts, D.A.; Smith, M.O.; Gillespie, A.R. Classification of multispectral images based on fractions of endmembers: Application to land-cover change in the Brazilian Amazon. Remote Sens. Environ. 1995, 52, 137-154.
    • (1995) Remote Sens. Environ , vol.52 , pp. 137-154
    • Adams, J.B.1    Sabol, D.E.2    Kapos, V.3    Almeida Filho, R.4    Roberts, D.A.5    Smith, M.O.6    Gillespie, A.R.7
  • 41
    • 4544358166 scopus 로고    scopus 로고
    • The Landsat ETM+ spectral mixing space
    • Small, C. The Landsat ETM+ spectral mixing space. Remote Sens. Environ. 2004, 93, 1-17.
    • (2004) Remote Sens. Environ , vol.93 , pp. 1-17
    • Small, C.1
  • 42
    • 84882658579 scopus 로고    scopus 로고
    • Monitoring and analysis of grassland desertification dynamics using Landsat images in Ningxia, China
    • Li, J.; Yang, X.; Jin, Y.; Yang, Z.; Huang, W.; Zhao, L.; Gao, T.; Yu, H.; Ma, H.; Qin, Z. Monitoring and analysis of grassland desertification dynamics using Landsat images in Ningxia, China. Remote Sens. Environ. 2013, 138, 19-26.
    • (2013) Remote Sens. Environ , vol.138 , pp. 19-26
    • Li, J.1    Yang, X.2    Jin, Y.3    Yang, Z.4    Huang, W.5    Zhao, L.6    Gao, T.7    Yu, H.8    Ma, H.9    Qin, Z.10
  • 43
    • 84857364808 scopus 로고    scopus 로고
    • Monitoring desertification in a savannah region in Sudan using Landsat images and spectral mixture analysis
    • Dawelbait, M.; Morari, F. Monitoring desertification in a savannah region in Sudan using Landsat images and spectral mixture analysis. J. Arid Environ. 2012, 80, 45-55.
    • (2012) J. Arid Environ , vol.80 , pp. 45-55
    • Dawelbait, M.1    Morari, F.2
  • 44
    • 33746871474 scopus 로고    scopus 로고
    • Land use-land cover conversion, regeneration and degradation in the high elevation Bolivian Andes
    • Brandt, J.S.; Townsend, P.A. Land use-land cover conversion, regeneration and degradation in the high elevation Bolivian Andes. Landsc. Ecol. 2006, 21, 607-623.
    • (2006) Landsc. Ecol , vol.21 , pp. 607-623
    • Brandt, J.S.1    Townsend, P.A.2
  • 45
    • 70449413979 scopus 로고    scopus 로고
    • Multitemporal spectral analysis for cheatgrass (Bromus tectorum) classification
    • Singh, N.; Glenn, N.F. Multitemporal spectral analysis for cheatgrass (Bromus tectorum) classification. Int. J. Remote Sens. 2009, 30, 3441-3462.
    • (2009) Int. J. Remote Sens , vol.30 , pp. 3441-3462
    • Singh, N.1    Glenn, N.F.2
  • 46
    • 84886683346 scopus 로고    scopus 로고
    • Comparison of standard maximum likelihood classification and polytomous logistic regression used in remote sensing
    • Hogland, J.; Billor, N.; Anderson, N. Comparison of standard maximum likelihood classification and polytomous logistic regression used in remote sensing. Eur. J. Remote Sens. 2013, 46, 623-640.
    • (2013) Eur. J. Remote Sens , vol.46 , pp. 623-640
    • Hogland, J.1    Billor, N.2    Anderson, N.3
  • 47
    • 33847304040 scopus 로고    scopus 로고
    • Spatial analysis and modeling of land use distributions in Belgium
    • Dendoncker, N.; Rounsevell, M.; Bogaert, P. Spatial analysis and modeling of land use distributions in Belgium. Comput. Environ. Urban Syst. 2007, 31, 188-205.
    • (2007) Comput. Environ. Urban Syst , vol.31 , pp. 188-205
    • Dendoncker, N.1    Rounsevell, M.2    Bogaert, P.3
  • 48
    • 84867254727 scopus 로고    scopus 로고
    • Incorporating spectral data into logistic regression model to classify land cover: A case study in Mt. Qomolangma (Everest) national nature preserve
    • Gao, J.; Zhang, Y. Incorporating spectral data into logistic regression model to classify land cover: A case study in Mt. Qomolangma (Everest) national nature preserve. Int. J. Geogr. Inf. Sci. 2012, 26, 1845-1862.
    • (2012) Int. J. Geogr. Inf. Sci , vol.26 , pp. 1845-1862
    • Gao, J.1    Zhang, Y.2
  • 49
    • 84879052265 scopus 로고    scopus 로고
    • Spatio-Temporal analyses of cropland degradation in the irrigated lowlands of Uzbekistan using remote-sensing and logistic regression modeling
    • Dubovyk, O.; Menz, G.; Conrad, C.; Kan, E.; Machwitz, M.; Khamzina, A. Spatio-Temporal analyses of cropland degradation in the irrigated lowlands of Uzbekistan using remote-sensing and logistic regression modeling. Environ. Monit. Assess. 2013, 185, 4775-4790.
    • (2013) Environ. Monit. Assess , vol.185 , pp. 4775-4790
    • Dubovyk, O.1    Menz, G.2    Conrad, C.3    Kan, E.4    Machwitz, M.5    Khamzina, A.6
  • 50
    • 0034629213 scopus 로고    scopus 로고
    • Burned area mapping using logistic regression modeling of a single post-fire Landsat-5 thematic mapper image
    • Koutsias, N.; Karteris, M. Burned area mapping using logistic regression modeling of a single post-fire Landsat-5 thematic mapper image. Int. J. Remote Sens. 2000, 21, 673-687.
    • (2000) Int. J. Remote Sens , vol.21 , pp. 673-687
    • Koutsias, N.1    Karteris, M.2
  • 52
    • 84950114181 scopus 로고    scopus 로고
    • (accessed on 18 March 2015)
    • Rasmussen, P.E. Zambia 2015. Available online: http://www.africaneconomicoutlook.org/fileadmin/uploads/aeo/2015/CN_data/CN_Long_EN/Zambia_GB_2015.pdf (accessed on 18 March 2015).
    • Zambia 2015
    • Rasmussen, P.E.1
  • 54
    • 0003865555 scopus 로고    scopus 로고
    • (accessed on 18 March 2015)
    • Zambia Central Statistics Office. 2010 Census of Population and Housing. Available online: http://www.zamstats.gov.zm/report/Census/2010/National/2010%20Census%20of%20Population%20National%20Analytical%20Report.pdf (accessed on 18 March 2015).
    • 2010 Census of Population and Housing
  • 55
    • 84907466218 scopus 로고    scopus 로고
    • Defining the spatial resolution requirements for crop identification using optical remote sensing
    • Löw, F.; Duveiller, G. Defining the spatial resolution requirements for crop identification using optical remote sensing. Remote Sens. 2014, 6, 9034-9063.
    • (2014) Remote Sens , vol.6 , pp. 9034-9063
    • Löw, F.1    Duveiller, G.2
  • 56
    • 0023163602 scopus 로고
    • Thematic mapper bandpass solar exoatmospheric irradiances
    • Markham, B.; Barker, J. Thematic mapper bandpass solar exoatmospheric irradiances. Int. J. Remote Sens. 1987, 8, 517-523.
    • (1987) Int. J. Remote Sens , vol.8 , pp. 517-523
    • Markham, B.1    Barker, J.2
  • 57
    • 0024855653 scopus 로고
    • Radiometric calibration of Landsat thematic mapper multispectral images
    • Chavez, P.S., Jr. Radiometric calibration of Landsat thematic mapper multispectral images. Photogramm. Eng. Remote Sens. 1989, 55, 1285-1294.
    • (1989) Photogramm. Eng. Remote Sens , vol.55 , pp. 1285-1294
    • Chavez, P.S.1
  • 58
    • 0029512479 scopus 로고
    • On the dark target approach to atmospheric correction of remotely sensed data
    • Teillet, P.; Fedosejevs, G. On the dark target approach to atmospheric correction of remotely sensed data. Can. J. Remote Sens. 1995, 21, 374-387.
    • (1995) Can. J. Remote Sens , vol.21 , pp. 374-387
    • Teillet, P.1    Fedosejevs, G.2
  • 60
    • 61349157317 scopus 로고    scopus 로고
    • Pan-European forest/non-forest mapping with Landsat ETM+ and CORINE land cover 2000 data
    • Pekkarinen, A.; Reithmaier, L.; Strobl, P. Pan-European forest/non-forest mapping with Landsat ETM+ and CORINE land cover 2000 data. ISPRS J. Photogramm. Remote Sens. 2009, 64, 171-183.
    • (2009) ISPRS J. Photogramm. Remote Sens , vol.64 , pp. 171-183
    • Pekkarinen, A.1    Reithmaier, L.2    Strobl, P.3
  • 61
    • 84950143116 scopus 로고
    • Data Description, Inc.: New York, NY, USA
    • Velleman, P. Data Desk; Data Description, Inc.: New York, NY, USA, 1986.
    • (1986) Data Desk
    • Velleman, P.1
  • 63
    • 0003409580 scopus 로고    scopus 로고
    • Thematic information extraction: Image classification
    • 2nd ed. Prentice Hall: Englewood Cliffs, NJ, USA
    • Jensen, J.R. Thematic information extraction: Image classification. In Introductory Digital Image Processing: A Remote Sensing Perspective, 2nd ed.; Prentice Hall: Englewood Cliffs, NJ, USA, 1996; pp. 197-256.
    • (1996) Introductory Digital Image Processing: A Remote Sensing Perspective , pp. 197-256
    • Jensen, J.R.1
  • 64
    • 2342630687 scopus 로고    scopus 로고
    • Land cover characterization of temperate East Asia using multi-temporal vegetation sensor data
    • Boles, S.H.; Xiao, X.; Liu, J.; Zhang, Q.; Munkhtuya, S.; Chen, S.; Ojima, D. Land cover characterization of temperate East Asia using multi-temporal vegetation sensor data. Remote Sens. Environ. 2004, 90, 477-489.
    • (2004) Remote Sens. Environ , vol.90 , pp. 477-489
    • Boles, S.H.1    Xiao, X.2    Liu, J.3    Zhang, Q.4    Munkhtuya, S.5    Chen, S.6    Ojima, D.7
  • 67
    • 84930024323 scopus 로고    scopus 로고
    • Feature selection of time series MODIS data for early crop classification using random forest: A case study in Kansas, USA
    • Hao, P.; Zhan, Y.; Wang, L.; Niu, Z.; Shakir, M. Feature selection of time series MODIS data for early crop classification using random forest: A case study in Kansas, USA. Remote Sens. 2015, 7, 5347-5369.
    • (2015) Remote Sens , vol.7 , pp. 5347-5369
    • Hao, P.1    Zhan, Y.2    Wang, L.3    Niu, Z.4    Shakir, M.5
  • 68
    • 84937897682 scopus 로고    scopus 로고
    • A hidden Markov models approach for crop classification: Linking crop phenology to time series of multi-sensor remote sensing data
    • Siachalou, S.; Mallinis, G.; Tsakiri-Strati, M. A hidden Markov models approach for crop classification: Linking crop phenology to time series of multi-sensor remote sensing data. Remote Sens. 2015, 7, 3633-3650.
    • (2015) Remote Sens , vol.7 , pp. 3633-3650
    • Siachalou, S.1    Mallinis, G.2    Tsakiri-Strati, M.3
  • 69
    • 10444268147 scopus 로고    scopus 로고
    • The sequential maximum angle convex cone (SMACC) endmember model
    • Gruninger, J.H.; Ratkowski, A.J.; Hoke, M.L. The sequential maximum angle convex cone (SMACC) endmember model. Proc. SPIE 2004, 5425, doi:10.1117/12.543794.
    • (2004) Proc. SPIE , vol.5425
    • Gruninger, J.H.1    Ratkowski, A.J.2    Hoke, M.L.3
  • 73
    • 85042573211 scopus 로고    scopus 로고
    • A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes
    • Debats, S.; Luo, D.; Estes, L.; Fuchs, T.J.; Caylor, K.K. A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes. PeerJPrePrints 2015, 3, e1688.
    • (2015) PeerJPrePrints , vol.3
    • Debats, S.1    Luo, D.2    Estes, L.3    Fuchs, T.J.4    Caylor, K.K.5


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