메뉴 건너뛰기




Volumn 50, Issue 11 PART1, 2012, Pages 4534-4545

An overview and comparison of smooth labeling methods for land-cover classification

Author keywords

Computer vision; image analysis; machine learning; remote sensing

Indexed keywords

COMPUTER VISION; IMAGE ANALYSIS; LEARNING SYSTEMS; REMOTE SENSING;

EID: 84869491579     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2192741     Document Type: Review
Times cited : (179)

References (47)
  • 5
    • 27744456278 scopus 로고    scopus 로고
    • MAP estimation via agreement on trees: Message-passing and linear programming
    • DOI 10.1109/TIT.2005.856938
    • M. J. Wainwright, T. Jaakkola, and A. S. Willsky, "MAP estimation via agreement on trees: Message-passing and linear programming," IEEE Trans. Inf. Theory, vol. 51, no. 11, pp. 3697-3717, Nov. 2005. (Pubitemid 41622574)
    • (2005) IEEE Transactions on Information Theory , vol.51 , Issue.11 , pp. 3697-3717
    • Wainwright, M.J.1    Jaakkola, T.S.2    Willsky, A.S.3
  • 6
    • 33750129298 scopus 로고    scopus 로고
    • Convergent tree-reweighted message passing for energy minimization
    • DOI 10.1109/TPAMI.2006.200
    • V. Kolmogorov, "Convergent tree-reweighted message passing for energy minimization," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 10, pp. 1568-1583, Oct. 2006. (Pubitemid 46405078)
    • (2006) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.28 , Issue.10 , pp. 1568-1583
    • Kolmogorov, V.1
  • 8
    • 0032001728 scopus 로고    scopus 로고
    • Turbo decoding as an instance of Pearl's "belief propagation" algorithm
    • PII S073387169800170X
    • R. J. McEliece, D. J. C. MacKay, and J.-F. Cheng, "Turbo decoding as an instance of Pearl's 'belief propagation' algorithm," IEEE J. Sel. Areas Commun., vol. 16, no. 2, pp. 140-152, Feb. 1998. (Pubitemid 128570649)
    • (1998) IEEE Journal on Selected Areas in Communications , vol.16 , Issue.2 , pp. 140-152
    • McEliece, R.J.1    MacKay, D.J.C.2    Cheng, J.-F.3
  • 9
    • 37549015676 scopus 로고    scopus 로고
    • Stereo processing by semiglobal matching and mutual information
    • Feb
    • H. Hirschmüller, "Stereo processing by semiglobal matching and mutual information," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 2, pp. 328-341, Feb. 2008.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.2 , pp. 328-341
    • Hirschmüller, H.1
  • 10
    • 31244435415 scopus 로고    scopus 로고
    • Pseudo-boolean optimization
    • Nov
    • E. Boros and P. L. Hammer, "Pseudo-boolean optimization," Discrete Appl. Math., vol. 123, no. 1-3, pp. 155-225, Nov. 2002.
    • (2002) Discrete Appl. Math , vol.123 , Issue.1-3 , pp. 155-225
    • Boros, E.1    Hammer, P.L.2
  • 13
    • 0032319446 scopus 로고    scopus 로고
    • Bilateral filtering for gray and color images
    • Bombay, India
    • C. Tomasi and R. Manduchi, "Bilateral filtering for gray and color images," in Proc. 6th Int. Conf. Computer Vis., Bombay, India, 1998, pp. 839-846.
    • (1998) Proc. 6th Int. Conf. Computer Vis , pp. 839-846
    • Tomasi, C.1    Manduchi, R.2
  • 14
    • 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, Oct. 2001. (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 16
    • 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
  • 18
    • 34249753618 scopus 로고
    • Support-vector networks
    • Sep
    • C. Cortes and V. Vapnik, "Support-vector networks," Mach. Learn., vol. 20, no. 3, pp. 273-297, Sep. 1995.
    • (1995) Mach. Learn , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 19
    • 0031211090 scopus 로고    scopus 로고
    • A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
    • Y. Freund and R. E. Shapire, "A decision-theoretic generalization of online learning and an application to boosting," J. Comput. Syst. Sci., vol. 55, no. 1, pp. 119-139, Aug. 1997. (Pubitemid 127433398)
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 20
    • 0242288813 scopus 로고    scopus 로고
    • The suppor vector machine under the test
    • Sep
    • D. Meyer, F. Leisch, and K. Hornik, "The suppor vector machine under the test," Neurocomputing, vol. 55, no. 1/2, pp. 169-186, Sep. 2003.
    • (2003) Neurocomputing , vol.55 , Issue.1-2 , pp. 169-186
    • Meyer, D.1    Leisch, F.2    Hornik, K.3
  • 21
    • 43949125818 scopus 로고    scopus 로고
    • Evaluation of random forest and adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery
    • Jun
    • J. C.-W. Chan and D. Paelinckx, "Evaluation of random forest and adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery," Remote Sens. Environ., vol. 112, no. 6, pp. 2999-3011, Jun. 2008.
    • (2008) Remote Sens. Environ , vol.112 , Issue.6 , pp. 2999-3011
    • Chan, J.C.-W.1    Paelinckx, D.2
  • 23
    • 1642487678 scopus 로고    scopus 로고
    • Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information
    • DOI 10.1016/j.isprsjprs.2003.10.002
    • U. C. Benz, P. Hofmann, G. Willhauck, I. Lingenfelder, and M. Heynen, "Multi-resolution, object-oriented fuzzy analysis of remote sensing data for gis-ready information," ISPRS J. Photogramm. Remote Sens., vol. 58, no. 3/4, pp. 239-258, Jan. 2004. (Pubitemid 38106043)
    • (2004) ISPRS Journal of Photogrammetry and Remote Sensing , vol.58 , Issue.3-4 , pp. 239-258
    • Benz, U.C.1    Hofmann, P.2    Willhauck, G.3    Lingenfelder, I.4    Heynen, M.5
  • 24
    • 34547216923 scopus 로고    scopus 로고
    • Recovering surface layout from an image
    • DOI 10.1007/s11263-006-0031-y
    • D. Hoiem, A. A. Efros, and M. Hebert, "Recovering surface layout from an image," Int. J. Comput. Vis., vol. 75, no. 1, pp. 151-172, Oct. 2007. (Pubitemid 47120250)
    • (2007) International Journal of Computer Vision , vol.75 , Issue.1 , pp. 151-172
    • Hoiem, D.1    Efros, A.A.2    Hebert, M.3
  • 25
    • 84856682563 scopus 로고    scopus 로고
    • A hierarchical conditional random field model for labeling and classifying images of man-made scenes
    • M. Y. Yang and W. Förstner, "A hierarchical conditional random field model for labeling and classifying images of man-made scenes," in Proc. IEEE/ISPRS Workshop Comput. Vis. Remote Sens. Environ., 2011, pp. 196-203.
    • (2011) Proc. IEEE/ISPRS Workshop Comput. Vis. Remote Sens. Environ , pp. 196-203
    • Yang, M.Y.1    Förstner, W.2
  • 26
  • 29
    • 33751405098 scopus 로고    scopus 로고
    • A semi-automatic framework for highway extraction and vehicle detection based on a geometric deformable model
    • DOI 10.1016/j.isprsjprs.2006.08.004, PII S0924271606001158
    • X. Niu, "A semi-automatic framework for highway extraction and vehicle detection based on a geometric deformable model," ISPRS J. Photogramm. Remote Sens., vol. 61, no. 3/4, pp. 170-186, Dec. 2006. (Pubitemid 44821770)
    • (2006) ISPRS Journal of Photogrammetry and Remote Sensing , vol.61 , Issue.3-4 , pp. 170-186
    • Niu, X.1
  • 30
    • 63149095448 scopus 로고    scopus 로고
    • Urban-area and building detection using sift keypoints and graph theory
    • Apr
    • B. Sirmaçek and C. Unsalan, "Urban-area and building detection using sift keypoints and graph theory," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 4, pp. 1156-1167, Apr. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.4 , pp. 1156-1167
    • Sirmaçek, B.1    Unsalan, C.2
  • 33
    • 4344598245 scopus 로고    scopus 로고
    • An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision
    • Sep
    • Y. Boykov and V. Kolmogorov, "An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 9, pp. 1124-1137, Sep. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.9 , pp. 1124-1137
    • Boykov, Y.1    Kolmogorov, V.2
  • 34
    • 71549145645 scopus 로고    scopus 로고
    • A real-time low-power stereo vision engine using semi-global matching
    • S. K. Gehrig, F. Eberli, and T. Meyer, "A real-time low-power stereo vision engine using semi-global matching," in Proc. Int. Conf. Comput. Vis. Syst., 2009, pp. 134-143.
    • (2009) Proc. Int. Conf. Comput. Vis. Syst , pp. 134-143
    • Gehrig, S.K.1    Eberli, F.2    Meyer, T.3
  • 35
    • 84935113569 scopus 로고
    • Error bounds for convolutional codes and an asymptotically optimum decoding algorithm
    • Apr
    • A. J. Viterbi, "Error bounds for convolutional codes and an asymptotically optimum decoding algorithm," IEEE Trans. Inf. Theory, vol. IT-13, no. 2, pp. 260-269, Apr. 1967.
    • (1967) IEEE Trans. Inf. Theory , vol.IT-13 , Issue.2 , pp. 260-269
    • Viterbi, A.J.1
  • 37
    • 77649182474 scopus 로고    scopus 로고
    • Delineation and geometric modeling of road networks
    • Mar
    • C. Poullis and S. You, "Delineation and geometric modeling of road networks," ISPRS J. Photogramm. Remote Sens., vol. 65, no. 2, pp. 165-181, Mar. 2010.
    • (2010) ISPRS J. Photogramm. Remote Sens , vol.65 , Issue.2 , pp. 165-181
    • Poullis, C.1    You, S.2
  • 38
    • 79957639950 scopus 로고    scopus 로고
    • Hyperspectral image segmentation with discriminative class learning
    • Jun
    • J. Borges, J. Bioucas-Dias, and A. Marçal, "Hyperspectral image segmentation with discriminative class learning," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 2151-2164, Jun. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.6 , pp. 2151-2164
    • Borges, J.1    Bioucas-Dias, J.2    Marçal, A.3
  • 39
    • 80053562930 scopus 로고    scopus 로고
    • Semisupervised hyperspectral image classification using multinomial logistic regression with active learning
    • Oct
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Semisupervised hyperspectral image classification using multinomial logistic regression with active learning," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 10, pp. 3947-3960, Oct. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.10 , pp. 3947-3960
    • Li, J.1    Bioucas-Dias, J.M.2    Plaza, A.3
  • 40
    • 79151483750 scopus 로고    scopus 로고
    • Modeling and classifying hyperspectral imagery by CRFs with sparse higher order potentials
    • Feb
    • P. Zhong and R. Wang, "Modeling and classifying hyperspectral imagery by CRFs with sparse higher order potentials," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 2, pp. 688-705, Feb. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , Issue.2 , pp. 688-705
    • Zhong, P.1    Wang, R.2
  • 41
    • 43049177771 scopus 로고    scopus 로고
    • Automatic building extraction from DEMs using an object approach and application to the 3d-city modeling
    • May
    • F. Lafarge, X. Descombes, J. Zerubia, and M. Pierrot-Deseilligny, "Automatic building extraction from DEMs using an object approach and application to the 3d-city modeling," ISPRS J. Photogram. and Remote Sensing, vol. 63, no. 3, pp. 365-381, May 2008.
    • (2008) ISPRS J. Photogram. and Remote Sensing , vol.63 , Issue.3 , pp. 365-381
    • Lafarge, F.1    Descombes, X.2    Zerubia, J.3    Pierrot-Deseilligny, M.4
  • 42
    • 78650439909 scopus 로고    scopus 로고
    • Semantic classification in aerial imagery by integrating appearance and height information
    • S. Kluckner, T. Mauthner, P. M. Roth, and H. Bischof, "Semantic classification in aerial imagery by integrating appearance and height information," in Proc. Asian Conf. Comput. Vis., 2009, pp. 477-488.
    • (2009) Proc. Asian Conf. Comput. Vis , pp. 477-488
    • Kluckner, S.1    Mauthner, T.2    Roth, P.M.3    Bischof, H.4
  • 43
    • 0344983321 scopus 로고    scopus 로고
    • Comparison of graph cuts with belief propagation for stereo, using identical mrf parameters
    • Nice, France
    • M. F. Tappen and W. T. Freeman, "Comparison of graph cuts with belief propagation for stereo, using identical mrf parameters," in Proc. 9th Int. Conf. Compu. Vis., Nice, France, 2003, pp. 900-906.
    • (2003) Proc. 9th Int. Conf. Compu. Vis , pp. 900-906
    • Tappen, M.F.1    Freeman, W.T.2
  • 45
    • 2142813785 scopus 로고    scopus 로고
    • A Gibbs point process for road extraction from remotely sensed images
    • May
    • R. Stoica, X. Descombes, and J. Zerubia, "A Gibbs point process for road extraction from remotely sensed images," Int. J. Comput. Vis., vol. 57, no. 2, pp. 121-136, May 2004.
    • (2004) Int. J. Comput. Vis , vol.57 , Issue.2 , pp. 121-136
    • Stoica, R.1    Descombes, X.2    Zerubia, J.3
  • 46
    • 34047205029 scopus 로고    scopus 로고
    • 2D and 3D vegetation resource parameters assessment using marked point processes
    • DOI 10.1109/ICPR.2006.20, 1698819, Proceedings - 18th International Conference on Pattern Recognition, ICPR 2006
    • G. Perrin, X. Descombes, and J. Zerubia, "2D and 3D vegetation resource parameters assessment using marked point processes," in Proc. Int. Conf. Pattern Recognit., 2006, pp. 1-4. (Pubitemid 46531830)
    • (2006) Proceedings - International Conference on Pattern Recognition , vol.1 , pp. 1-4
    • Perrin, G.1    Descombes, X.2    Zerubia, J.3
  • 47
    • 84863059942 scopus 로고    scopus 로고
    • Are spatial and global constraints really necessary for segmentation?
    • Barcelona, Spain
    • A. Lucchi, Y. Li, X. Boix, K. Smith, and P. Fua, "Are spatial and global constraints really necessary for segmentation?" in Proc. 13th Int. Conf. Comput. Vis., Barcelona, Spain, 2011, pp. 9-16.
    • (2011) Proc. 13th Int. Conf. Comput. Vis , pp. 9-16
    • Lucchi, A.1    Li, Y.2    Boix, X.3    Smith, K.4    Fua, P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.