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Volumn 14, Issue 4, 2017, Pages 731-741

Cultivated land information extraction in UAV imagery based on deep convolutional neural network and transfer learning

Author keywords

Cultivated land; Deep convolutional neural network; Information extraction; Transfer learning; Unmanned aerial vehicle

Indexed keywords

ACCURACY ASSESSMENT; AGRICULTURAL LAND; ARTIFICIAL NEURAL NETWORK; DEMAND ANALYSIS; EXPERIMENTAL STUDY; EXTRACTION METHOD; IMAGE ANALYSIS; PRECISION AGRICULTURE; REMOTE SENSING; SATELLITE IMAGERY; SUPERVISED LEARNING; UNMANNED VEHICLE;

EID: 85016642831     PISSN: 16726316     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11629-016-3950-2     Document Type: Article
Times cited : (92)

References (20)
  • 1
    • 0032153751 scopus 로고    scopus 로고
    • Precision agriculture and the role of remote sensing: a review
    • Brisco B, Brown RJ, Hirose T, et al.(2014) Precision agriculture and the role of remote sensing: a review. Canadian Journal of Remote Sensing 24 (3): 315–327. DOI: 10.1080/07038992. 1998.10855254
    • (2014) Canadian Journal of Remote Sensing , vol.24 , Issue.3 , pp. 315-327
    • Brisco, B.1    Brown, R.J.2    Hirose, T.3
  • 3
    • 84862489122 scopus 로고    scopus 로고
    • Research on development of agricultural geographic information ontology
    • Huang YQ, Cui WH, Zhang YJ, et al. (2012) Research on development of agricultural geographic information ontology. Journal of Integrative Agriculture 11 (5): 865–877. DOI: 10.1016 /S2095-3119(12)60077-X
    • (2012) Journal of Integrative Agriculture , vol.11 , Issue.5 , pp. 865-877
    • Huang, Y.Q.1    Cui, W.H.2    Zhang, Y.J.3
  • 4
    • 84897789449 scopus 로고    scopus 로고
    • Cultivated land information extraction from high-resolution unmanned aerial vehicle imagery data
    • Ma L, Cheng L, Han WQ, et al.(2014) Cultivated land information extraction from high-resolution unmanned aerial vehicle imagery data. Journal of Applied Remote Sensing 8 (1): 083673. DOI: 10.1117/I.JRS.8.083673
    • (2014) Journal of Applied Remote Sensing , vol.8 , Issue.1 , pp. 083673
    • Ma, L.1    Cheng, L.2    Han, W.Q.3
  • 5
    • 84873697973 scopus 로고    scopus 로고
    • Cold damage risk assessment of double cropping rice in Hunan, China
    • Cheng YX, Huang JF, Han ZL, et al. (2013) Cold damage risk assessment of double cropping rice in Hunan, China. Journal of Integrative Agriculture 12 (2): 352–363. DOI: 10.1016/S2095-3119(13)60235-X
    • (2013) Journal of Integrative Agriculture , vol.12 , Issue.2 , pp. 352-363
    • Cheng, Y.X.1    Huang, J.F.2    Han, Z.L.3
  • 6
    • 84892987748 scopus 로고    scopus 로고
    • Automatic identification of agricultural terraces through object-oriented analysis of very high resolution DSMs and multispectral imagery obtained from an unmanned aerial vehicle
    • Diaz-Varela RA, Zarco-Tejada PJ, Angileri V, et al. (2014) Automatic identification of agricultural terraces through object-oriented analysis of very high resolution DSMs and multispectral imagery obtained from an unmanned aerial vehicle. Journal of Environmental Management 134: 117–126. DOI: 10.1016/j.jenvman.2014.01.006
    • (2014) Journal of Environmental Management , vol.134 , pp. 117-126
    • Diaz-Varela, R.A.1    Zarco-Tejada, P.J.2    Angileri, V.3
  • 7
    • 79952767901 scopus 로고    scopus 로고
    • Study on soil salinization information in arid region using remote sensing technique
    • Ding JL, Wu MC, Tashpolat T (2011) Study on soil salinization information in arid region using remote sensing technique. Agricultural Sciences in China 10 (3): 404–411. DOI: 10.1016/S1671-2927(11)60019-9
    • (2011) Agricultural Sciences in China , vol.10 , Issue.3 , pp. 404-411
    • Ding, J.L.1    Wu, M.C.2    Tashpolat, T.3
  • 8
    • 54149120004 scopus 로고    scopus 로고
    • Remote sensing of soil surface characteristics from a multiscale classification approach
    • Corbane C, Raclot D, Jacob F, et al. (2008) Remote sensing of soil surface characteristics from a multiscale classification approach. Catena 75 (3): 308–318. DOI: 10.1016/j.catena.2008. 07.009
    • (2008) Catena , vol.75 , Issue.3 , pp. 308-318
    • Corbane, C.1    Raclot, D.2    Jacob, F.3
  • 9
    • 84884818068 scopus 로고    scopus 로고
    • Combining spectral with texture features into object-oriented classification in mountainous terrain using advanced land observing satellite image
    • Liu EQ, Zhou WC, Zhou JM, et al. (2013) Combining spectral with texture features into object-oriented classification in mountainous terrain using advanced land observing satellite image. Journal of Mountain Science 10 (5): 768–776. DOI: 10.1007/s11629-013-2532-9
    • (2013) Journal of Mountain Science , vol.10 , Issue.5 , pp. 768-776
    • Liu, E.Q.1    Zhou, W.C.2    Zhou, J.M.3
  • 10
    • 71849096990 scopus 로고    scopus 로고
    • Monitoring winter wheat freeze injury using multi-temporal MODIS data
    • Feng MC, Yang WD, Cao LL, et al. (2009) Monitoring winter wheat freeze injury using multi-temporal MODIS data. Agricultural Sciences in China 8 (9): 1053–1062. DOI: 10.1016/S1671-2927(08)60313-2
    • (2009) Agricultural Sciences in China , vol.8 , Issue.9 , pp. 1053-1062
    • Feng, M.C.1    Yang, W.D.2    Cao, L.L.3
  • 11
    • 80051891221 scopus 로고    scopus 로고
    • Remote sensing of irrigated agriculture: opportunities and challenges
    • Ozdogan M, Yang Y, Allez G, et al. (2010) Remote sensing of irrigated agriculture: opportunities and challenges. Remote sensing 2 (9): 2274–2304. DOI: 10.3390/rs2092274
    • (2010) Remote sensing , vol.2 , Issue.9 , pp. 2274-2304
    • Ozdogan, M.1    Yang, Y.2    Allez, G.3
  • 12
    • 84930211170 scopus 로고    scopus 로고
    • Segmentation of high spatial resolution remote sensing images of mountainous areas based on the Improved Mean Shift Algorithm
    • Lu H, Liu C, Li NW, et al.(2015) Segmentation of high spatial resolution remote sensing images of mountainous areas based on the Improved Mean Shift Algorithm. Journal of Mountain Science 12 (3): 671–681. DOI: 10.1007/s11629-014-3332-6
    • (2015) Journal of Mountain Science , vol.12 , Issue.3 , pp. 671-681
    • Lu, H.1    Liu, C.2    Li, N.W.3
  • 13
    • 61349099437 scopus 로고    scopus 로고
    • Texture and scale in Object-Based analysis of subdecimeter resolution Unmanned Aerial Vehicle(UAV) imagery
    • Andrea S, Albert R (2009) Texture and scale in Object-Based analysis of subdecimeter resolution Unmanned Aerial Vehicle(UAV) imagery. IEEE Transactions on Geoscience and Remote Sensing 47 (3): 761–769. DOI: 10.1109/TGRS.2008.2009355
    • (2009) IEEE Transactions on Geoscience and Remote Sensing , vol.47 , Issue.3 , pp. 761-769
    • Andrea, S.1    Albert, R.2
  • 14
    • 79952378697 scopus 로고    scopus 로고
    • Impact of flight regulations on effective use of unmanned aircraft systems for natural resources applications
    • Rango A, Laliberte AS(2010) Impact of flight regulations on effective use of unmanned aircraft systems for natural resources applications. Journal of Applied Remote Sensing 4 (1): 043539. DOI: 10.1117/I.JRS.1.3474649
    • (2010) Journal of Applied Remote Sensing , vol.4 , Issue.1 , pp. 043539
    • Rango, A.L.A.1
  • 15
    • 84922357427 scopus 로고    scopus 로고
    • Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery
    • Ma L, Cheng L, Li MC, et al. (2015) Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery. ISPRS Journal of Photogrammetry and Remote Sensing 102 (5): 14–27. DOI: 10.1016/j.isprsjprs.2014.12.026
    • (2015) ISPRS Journal of Photogrammetry and Remote Sensing , vol.102 , Issue.5 , pp. 14-27
    • Ma, L.1    Cheng, L.2    Li, M.C.3
  • 16
    • 79952401328 scopus 로고    scopus 로고
    • Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands
    • Laliberte AS, Rango A (2011) Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands. GIScience & Remote Sensing 48 (1): 4–23. DOI: 10.2747/1548-1603.48.1.4
    • (2011) GIScience & Remote Sensing , vol.48 , Issue.1 , pp. 4-23
    • Laliberte, A.S.1    Rango, A.2
  • 17
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • Hinton GE, Salakhutdinov RR (2006) Reducing the dimensionality of data with neural networks. Science 313 (5786): 504–507. DOI: 10.1126/science.1127647
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 19
    • 84954324155 scopus 로고    scopus 로고
    • Evaluation and selection of segmentation scale with object-oriented method in multiple source remote sensing image of mountain areas
    • Lu H, Li YS, Tang M (2011) Evaluation and selection of segmentation scale with object-oriented method in multiple source remote sensing image of mountain areas. Journal of Mountain Science 29 (6): 687–694. (In Chinese)
    • (2011) Journal of Mountain Science , vol.29 , Issue.6 , pp. 687-694
    • Lu, H.1    Li, Y.S.2    Tang, M.3
  • 20
    • 0036213079 scopus 로고    scopus 로고
    • Status of land cover classification accuracy assessment
    • Foody GM (2002) Status of land cover classification accuracy assessment. Remote Sensing of Environment 80 (1): 185–201. DOI:10.1016/S0034-4257(01)00295-4
    • (2002) Remote Sensing of Environment , vol.80 , Issue.1 , pp. 185-201
    • Foody, G.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.