메뉴 건너뛰기




Volumn 52, Issue 2, 2014, Pages 1227-1237

Bi-Temporal texton forest for land cover transition detection on remotely sensed imagery

Author keywords

Change detection; random forest (RF); spatial contextual information; transition detection

Indexed keywords

CHANGE DETECTION; CLASSIFICATION METHODS; COLOR-INVARIANT GRADIENTS; CONTEXTUAL INFORMATION; POST-CLASSIFICATION COMPARISONS; RANDOM FORESTS; REMOTELY SENSED IMAGERY; TRANSITION DETECTION;

EID: 84891010876     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2013.2248738     Document Type: Article
Times cited : (23)

References (42)
  • 1
    • 0024855524 scopus 로고
    • Digital change detection techniques using remotely-sensed data
    • Jun
    • A. Singh, "Digital change detection techniques using remotely-sensed data," Int. J. Remote Sens., vol. 10, no. 6, pp. 989-1003, Jun. 1989.
    • (1989) Int. J. Remote Sens , vol.10 , Issue.6 , pp. 989-1003
    • Singh, A.1
  • 3
    • 77954758347 scopus 로고    scopus 로고
    • Unsupervised change detection in multispectral remotely sensed imagery with level set methods
    • Aug
    • Y. Bazi, F. Melgani, and H. D. Al-Sharari, "Unsupervised change detection in multispectral remotely sensed imagery with level set methods," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 8, pp. 3178-3187, Aug. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.8 , pp. 3178-3187
    • Bazi, Y.1    Melgani, F.2    Al-Sharari, H.D.3
  • 4
    • 79959705715 scopus 로고    scopus 로고
    • Detecting changes in hyperspectral imagery using a model-based approach
    • Jul
    • J. Meola, M. T. Eismann, R. L. Moses, and J. N. Ash, "Detecting changes in hyperspectral imagery using a model-based approach," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 7, pp. 2647-2661, Jul. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.7 , pp. 2647-2661
    • Meola, J.1    Eismann, M.T.2    Moses, R.L.3    Ash, J.N.4
  • 5
    • 0037142193 scopus 로고    scopus 로고
    • Urban change detection based on an artificial neural network
    • DOI 10.1080/01431160110097240
    • X. Liu and R. G. Lathrop, "Urban change detection based on an artificial neural network," Int. J. Remote Sens., vol. 23, no. 12, pp. 2513-2518, Dec. 2002. (Pubitemid 34593208)
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.12 , pp. 2513-2518
    • Liu, X.1    Lathrop, R.G.2
  • 6
    • 0344014352 scopus 로고    scopus 로고
    • A Markov random field approach to spatio-temporal contextual image classification
    • Nov
    • F. Melgani and S. B. Serpico, "A Markov random field approach to spatio-temporal contextual image classification," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 11, pp. 2478-2487, Nov. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens , vol.41 , Issue.11 , pp. 2478-2487
    • Melgani, F.1    Serpico, S.B.2
  • 7
    • 27644447968 scopus 로고    scopus 로고
    • A change detection model based on neighborhood correlation image analysis and decision tree classification
    • DOI 10.1016/j.rse.2005.09.008, PII S0034425705002919
    • J. Im and J. R. Jensen, "A change detection model based on neighborhood correlation image analysis and decision tree classification," Remote Sens. Environ., vol. 99 no. 3, pp. 326-340, 2005. (Pubitemid 41572630)
    • (2005) Remote Sensing of Environment , vol.99 , Issue.3 , pp. 326-340
    • Im, J.1    Jensen, J.R.2
  • 8
    • 84863479380 scopus 로고    scopus 로고
    • Supervised change detection in VHR images using contextual information and support vector machines
    • Feb.
    • M. Volpi, D. Tuia, F. Bovolo, M. Kanevski, and L. Bruzzone, "Supervised change detection in VHR images using contextual information and support vector machines," Int. J. Appl. Earth Observat. Geoinf., vol. 20, no. 2, pp. 77-85, Feb. 2013.
    • (2013) Int. J. Appl. Earth Observat. Geoinf , vol.20 , Issue.2 , pp. 77-85
    • Volpi, M.1    Tuia, D.2    Bovolo, F.3    Kanevski, M.4    Bruzzone, L.5
  • 9
    • 1642644595 scopus 로고    scopus 로고
    • Change detection techniques
    • Dec
    • D. Lu, P. Mausel, E. Brondizio, and E. Moran, "Change detection techniques," Int. J. Remote Sens., vol. 25, no. 12, pp. 2365-2401, Dec. 2004.
    • (2004) Int. J. Remote Sens , vol.25 , Issue.12 , pp. 2365-2401
    • Lu, D.1    Mausel, P.2    Brondizio, E.3    Moran, E.4
  • 10
    • 14844339425 scopus 로고    scopus 로고
    • Image change detection algorithms: A systematic survey
    • DOI 10.1109/TIP.2004.838698
    • R. J. Radke, S. Andra, O. Al-Kofahi, and B. Roysam, "Image change detection algorithms: A systematic survey," IEEE Trans. Image Process., vol. 14, no. 3, pp. 294-307, Mar. 2005. (Pubitemid 40351907)
    • (2005) IEEE Transactions on Image Processing , vol.14 , Issue.3 , pp. 294-307
    • Radke, R.J.1    Andra, S.2    Al-Kofahi, O.3    Roysam, B.4
  • 11
    • 33846007269 scopus 로고    scopus 로고
    • Multiple support vector machines for land cover change detection: An application for mapping urban extensions
    • DOI 10.1016/j.isprsjprs.2006.09.004, PII S0924271606001122
    • H. Nemmour and Y. Chibani, "Multiple support vector machines for land cover change detection: An application for mapping urban extensions," ISPRS J. Photogram. Remote Sens., vol. 61, no. 2, pp. 125-133, Nov. 2006. (Pubitemid 46053759)
    • (2006) ISPRS Journal of Photogrammetry and Remote Sensing , vol.61 , Issue.2 , pp. 125-133
    • Nemmour, H.1    Chibani, Y.2
  • 12
    • 0031186955 scopus 로고    scopus 로고
    • An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images
    • PII S0196289297044768
    • L. Bruzzone and S. B. Serpico, "An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images," IEEE Trans. Geosci. Remote Sens., vol. 35, no. 4, pp. 858-867, Jul. 1997. (Pubitemid 127771125)
    • (1997) IEEE Transactions on Geoscience and Remote Sensing , vol.35 , Issue.4 , pp. 858-867
    • Bruzzone, L.1
  • 13
    • 4544379476 scopus 로고    scopus 로고
    • Detection of land-cover transitions by combining multidate classifiers
    • Oct
    • L. Bruzzone, R. Cossu, and G. Vernazza, "Detection of land-cover transitions by combining multidate classifiers," Pattern Recognit. Lett., vol. 25, no. 13, pp. 1491-1500, Oct. 2004.
    • (2004) Pattern Recognit. Lett , vol.25 , Issue.13 , pp. 1491-1500
    • Bruzzone, L.1    Cossu, R.2    Vernazza, G.3
  • 14
    • 84860338492 scopus 로고    scopus 로고
    • Detection of land-cover transitions in multitemporal remote sensing images with active-learning-based compound classification
    • May
    • B. Demir, F. Bovolo, and L. Bruzzone, "Detection of land-cover transitions in multitemporal remote sensing images with active-learning-based compound classification," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 5, pp. 1930-1941, May 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens , vol.50 , Issue.5 , pp. 1930-1941
    • Demir, B.1    Bovolo, F.2    Bruzzone, L.3
  • 15
    • 84870949573 scopus 로고    scopus 로고
    • Unsupervised change detection from multichannel SAR data by Markovian data fusion
    • Jul
    • G. Moser and S. B. Serpico, "Unsupervised change detection from multichannel SAR data by Markovian data fusion," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 7, pp. 2114-2128, Jul. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.7 , pp. 2114-2128
    • Moser, G.1    Serpico, S.B.2
  • 16
    • 84855471113 scopus 로고    scopus 로고
    • Long-term consecutive dinsar for volume change estimation of land deformation
    • Jan
    • J. T. S. Sumantyo, M. Shimada, P. P. Mathieu, and H. Z. Abidin, "Long-term consecutive dinsar for volume change estimation of land deformation," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 1, pp. 259-270, Jan. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens , vol.50 , Issue.1 , pp. 259-270
    • Sumantyo, J.T.S.1    Shimada, M.2    Mathieu, P.P.3    Abidin, H.Z.4
  • 17
    • 79957630538 scopus 로고    scopus 로고
    • Detecting spatiotemporal changes of corn developmental stages in the us corn belt using MODIS WDRVI data
    • Jun
    • T. Sakamoto, B. D. Wardlow, and A. A. Gitelson, "Detecting spatiotemporal changes of corn developmental stages in the us corn belt using MODIS WDRVI data," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 1926-1936, Jun. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.6 , pp. 1926-1936
    • Sakamoto, T.1    Wardlow, B.D.2    Gitelson, A.A.3
  • 18
    • 79957665367 scopus 로고    scopus 로고
    • A comparison of recent elevation change estimates of the devon ice cap as measured by the ICESat and EnviSAT satellite altimeters
    • Jan
    • E. Rinne, A. Shepherd, A. Muir, and D. Wingham, "A comparison of recent elevation change estimates of the devon ice cap as measured by the ICESat and EnviSAT satellite altimeters," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 1902-1910, Jan. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.6 , pp. 1902-1910
    • Rinne, E.1    Shepherd, A.2    Muir, A.3    Wingham, D.4
  • 19
    • 67651165047 scopus 로고    scopus 로고
    • Assessment of glacier volume change using asterbased surface matching of historical photography
    • Jul
    • P. E. Miller, M. Kunz, J. P. Mills, M. A. King, T. Murray, T. D. James, and S. H. Marsh, "Assessment of glacier volume change using asterbased surface matching of historical photography," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 7, pp. 1971-1979, Jul. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.7 , pp. 1971-1979
    • Miller, P.E.1    Kunz, M.2    Mills, J.P.3    King, M.A.4    Murray, T.5    James, T.D.6    Marsh, S.H.7
  • 20
    • 70549103582 scopus 로고    scopus 로고
    • A change detection algorithm for retrieving high-resolution soil moisture from SMAP radar and radiometer observations
    • Dec
    • M. Piles, D. Entekhabi, and A. Camps, "A change detection algorithm for retrieving high-resolution soil moisture from SMAP radar and radiometer observations," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 12, pp. 4125-4131, Dec. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.12 , pp. 4125-4131
    • Piles, M.1    Entekhabi, D.2    Camps, A.3
  • 21
    • 33846223394 scopus 로고    scopus 로고
    • A theoretical framework for unsupervised change detection based on change vector analysis in the polar domain
    • DOI 10.1109/TGRS.2006.885408
    • F. Bovolo and L. Bruzzone, "A theoretical framework for unsupervised change detection based on change vector analysis in the polar domain," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 1, pp. 218-236, Jan. 2007. (Pubitemid 46103908)
    • (2007) IEEE Transactions on Geoscience and Remote Sensing , vol.45 , Issue.1 , pp. 218-236
    • Bovolo, F.1    Bruzzone, L.2
  • 22
    • 0347926558 scopus 로고    scopus 로고
    • Change detection in coral reef communities using Ikonos satellite sensor imagery and historic aerial photographs
    • DOI 10.1080/0143116021000009895
    • D. Palandro, S. Andréfouët, P. Dustan, and F. E. Muller-Karger, "Change detection in coral reef communities using Ikonos satellite sensor imagery and historic aerial photographs," Int. J. Remote Sens., vol. 24, no. 4, pp. 873-878, Feb. 2003. (Pubitemid 36310152)
    • (2003) International Journal of Remote Sensing , vol.24 , Issue.4 , pp. 873-878
    • Palandro, D.1    Andrefouet, S.2    Dustan, P.3    Muller-Karger, F.E.4
  • 24
    • 84859770321 scopus 로고    scopus 로고
    • Rotation-invariant object detection of remotely sensed images based on texton forest and Hough voting
    • Apr
    • Z. Lei, T. Fang, H. Huo, and D. Li, "Rotation-invariant object detection of remotely sensed images based on texton forest and Hough voting," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 4, pp. 1206-1217, Apr. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens , vol.50 , Issue.4 , pp. 1206-1217
    • Lei, Z.1    Fang, T.2    Huo, H.3    Li, D.4
  • 25
    • 77950368692 scopus 로고    scopus 로고
    • Texture-based classification of sub-antarctic vegetation communities on Heard Island
    • Jun
    • H. Murray, A. Lucieer, and R. Williams, "Texture-based classification of sub-antarctic vegetation communities on Heard Island," Int. J. Appl. Earth Observat. Geoinf., vol. 12, no. 3, pp. 138-149, Jun. 2010.
    • (2010) Int. J. Appl. Earth Observat. Geoinf , vol.12 , Issue.3 , pp. 138-149
    • Murray, H.1    Lucieer, A.2    Williams, R.3
  • 26
    • 70350655559 scopus 로고    scopus 로고
    • Classification of very high spatial resolution imagery using mathematical morphology and support vector machines
    • Nov
    • D. Tuia, F. Pacifici, M. Kanevski, and W. J. Emery, "Classification of very high spatial resolution imagery using mathematical morphology and support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 11, pp. 3866-3879, Nov. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.11 , pp. 3866-3879
    • Tuia, D.1    Pacifici, F.2    Kanevski, M.3    Emery, W.J.4
  • 27
    • 64549105242 scopus 로고    scopus 로고
    • A neural network approach using multi-scale textural metrics from very high-resolution panchromatic imagery for urban land-use classification
    • Jun
    • F. Pacifici, M. Chini, and W. J. Emery, "A neural network approach using multi-scale textural metrics from very high-resolution panchromatic imagery for urban land-use classification," Remote Sens. Environ., vol. 113, no. 6, pp. 1276-1292, Jun. 2009.
    • (2009) Remote Sens. Environ , vol.113 , Issue.6 , pp. 1276-1292
    • Pacifici, F.1    Chini, M.2    Emery, W.J.3
  • 29
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, Jan. 2001. (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 30
    • 77958064179 scopus 로고    scopus 로고
    • Mining data with random forests: A survey and results of new tests
    • A. Verikas, A. Gelzinis, and M. Bacauskiene, "Mining data with random forests: A survey and results of new tests," Pattern Recognit., vol. 44, no. 2, pp. 330-349, Feb. 2011.
    • (2011) Pattern Recognit , vol.44 , Issue.2 , pp. 330-349
    • Verikas, A.1    Gelzinis, A.2    Bacauskiene, M.3
  • 31
    • 30344471525 scopus 로고    scopus 로고
    • Random forests for land cover classification
    • DOI 10.1016/j.patrec.2005.08.011, PII S0167865505002242, Pattern Recognition in Remote Sensing (PRRS 2004)
    • P. O. Gislason, J. A. Benediktsson, and J. R. Sveinsson, "Random forests for land cover classification," Pattern Recognit. Lett., vol. 27, no. 4, pp. 294-300, Mar. 2006. (Pubitemid 43063112)
    • (2006) Pattern Recognition Letters , vol.27 , Issue.4 , pp. 294-300
    • Gislason, P.O.1    Benediktsson, J.A.2    Sveinsson, J.R.3
  • 32
    • 14644421528 scopus 로고    scopus 로고
    • Investigation of the random forest framework for classification of hyperspectral data
    • DOI 10.1109/TGRS.2004.842481
    • J. Ham, Y. Chen, M. M. Crawford, and J. Ghosh, "Investigation of the random forest framework for classification of hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 492-501, Mar. 2005. (Pubitemid 40320271)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 492-501
    • Ham, J.1    Chen, Y.2    Crawford, M.M.3    Ghosh, J.4
  • 33
    • 78650439909 scopus 로고    scopus 로고
    • Semantic classification in aerial imagery by integrating appearance and height information
    • S. Kluckner, T. Mauthner, M. Roth, and H. Bischof, "Semantic classification in aerial imagery by integrating appearance and height information," in Proc. 9th Asian Conf. Comput. Vis., 2009, pp. 477-488.
    • (2009) Proc. 9th Asian Conf. Comput. Vis , pp. 477-488
    • Kluckner, S.1    Mauthner, T.2    Roth, M.3    Bischof, H.4
  • 34
    • 79959725976 scopus 로고    scopus 로고
    • Land cover classification for remote sensing imagery using conditional texton forest with historical land cover map
    • Jul
    • Z. Lei, T. Fang, and D. Li, "Land cover classification for remote sensing imagery using conditional texton forest with historical land cover map," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 4, pp. 720-724, Jul. 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett , vol.8 , Issue.4 , pp. 720-724
    • Lei, Z.1    Fang, T.2    Li, D.3
  • 35
    • 48049095024 scopus 로고    scopus 로고
    • Randomized clustering forests for image classification
    • Sep
    • F. Moosmann, E. Nowak, and F. Jurie, "Randomized clustering forests for image classification," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 9, pp. 1632-1646, Sep. 2008.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.9 , pp. 1632-1646
    • Moosmann, F.1    Nowak, E.2    Jurie, F.3
  • 36
    • 80052900525 scopus 로고    scopus 로고
    • Coupled information-theoretic encoding for face photo-sketch recognition
    • Jun
    • W. Zhang, X. Wang, and X. Tang, "Coupled information-theoretic encoding for face photo-sketch recognition," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2011, pp. 513-520.
    • (2011) Proc. Conf. Comput. Vis. Pattern Recognit , pp. 513-520
    • Zhang, W.1    Wang, X.2    Tang, X.3
  • 41
    • 84973587732 scopus 로고
    • A coefficient of agreement for nominal scales
    • Jan
    • J. Cohen, "A coefficient of agreement for nominal scales," Educ. Psychol. Meas., vol. 20, no. 1, pp. 37-46, Jan. 1960.
    • (1960) Educ. Psychol. Meas , vol.20 , Issue.1 , pp. 37-46
    • Cohen, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.