메뉴 건너뛰기




Volumn 11, Issue 1, 2014, Pages 259-263

Large-scale image classification using active learning

Author keywords

Active learning; classification; large scale land cover; MODIS sensor; support vector machines (SVMs); transfer learning

Indexed keywords

ACTIVE LEARNING; LAND COVER; MODIS SENSORS; SUPPORT VECTOR MACHINE (SVMS); TRANSFER LEARNING;

EID: 84888290396     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2013.2255258     Document Type: Article
Times cited : (34)

References (18)
  • 1
    • 0033100735 scopus 로고    scopus 로고
    • Maximizing land cover classification accuracies produced by decision trees at continental to global scales
    • Mar.
    • M. A. Friedl, C. E. Brodley, and A. H. Strahler, "Maximizing land cover classification accuracies produced by decision trees at continental to global scales," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 2, pp. 969-977, Mar. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.2 , pp. 969-977
    • Friedl, M.A.1    Brodley, C.E.2    Strahler, A.H.3
  • 2
    • 20944440113 scopus 로고    scopus 로고
    • GLC2000: A new approach to global land cover mapping from earth observation data
    • DOI 10.1080/01431160412331291297
    • E. Bartholoḿe and A. S. Belward, "GLC2000: A new approach to global land cover mapping from Earth observation data," Int. J. Remote Sens., vol. 26, no. 9, pp. 1959-1977, May 2005. (Pubitemid 40869762)
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.9 , pp. 1959-1977
    • Bartholome, E.1    Belward, A.S.2
  • 3
    • 77952703147 scopus 로고    scopus 로고
    • Forest cover classification with MODIS images in northeastern Asia
    • Jun.
    • A. Fu, G. Sun, Z. Guo, and D. Wang, "Forest cover classification with MODIS images in northeastern Asia," IEEE J. Sel. Topics Appl. Earth Observ., vol. 3, no. 2, pp. 178-189, Jun. 2010.
    • (2010) IEEE J. Sel. Topics Appl. Earth Observ. , vol.3 , Issue.2 , pp. 178-189
    • Fu, A.1    Sun, G.2    Guo, Z.3    Wang, D.4
  • 5
    • 33745456231 scopus 로고    scopus 로고
    • Semi-supervised learning literature survey
    • Univ. of Wisconsin-Madison, Madison, WI, USA
    • X. Zhu, "Semi-supervised learning literature survey," Tech. Rep., Univ. of Wisconsin-Madison, Madison, WI, USA, 2005.
    • (2005) Tech. Rep.
    • Zhu, X.1
  • 6
    • 67349269946 scopus 로고    scopus 로고
    • A multiobjective genetic SVM approach for classification problems with limited training samples
    • Jun.
    • N. Ghoggali, F. Melgani, and Y. Bazi, "A multiobjective genetic SVM approach for classification problems with limited training samples," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 6, pp. 1707-1718, Jun. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.6 , pp. 1707-1718
    • Ghoggali, N.1    Melgani, F.2    Bazi, Y.3
  • 7
    • 77956031473 scopus 로고    scopus 로고
    • A survey on transfer learning
    • Oct.
    • S. J. Pan and Q. Yang, "A survey on transfer learning," IEEE Trans. Knowl. Data Eng., vol. 22, no. 10, pp. 1345-1359, Oct. 2010.
    • (2010) IEEE Trans. Knowl. Data Eng. , vol.22 , Issue.10 , pp. 1345-1359
    • Pan, S.J.1    Yang, Q.2
  • 8
    • 33750840727 scopus 로고    scopus 로고
    • Exploiting class hierarchies for knowledge transfer in hyperspectral data
    • DOI 10.1109/TGRS.2006.878442, 1717735
    • S. Rajan, J. Ghosh, and M. Crawford, "Exploiting class hierarchy for knowledge transfer in hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3408-3417, Nov. 2006. (Pubitemid 44711682)
    • (2006) IEEE Transactions on Geoscience and Remote Sensing , vol.44 , Issue.11 , pp. 3408-3417
    • Rajan, S.1    Ghosh, J.2    Crawford, M.M.3
  • 9
    • 68949137209 scopus 로고    scopus 로고
    • Active learning literature survey
    • Univ. of Wisconsin-Madison, Madison, WI, USA
    • B. Settles, "Active learning literature survey," Tech. Rep., Univ. of Wisconsin-Madison, Madison, WI, USA, 2009.
    • (2009) Tech. Rep.
    • Settles, B.1
  • 10
    • 79955522957 scopus 로고    scopus 로고
    • SVM active learning through significance space construction
    • May
    • E. Pasolli, F. Melgani, and Y. Bazi, "SVM active learning through significance space construction," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 431-435, May 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett. , vol.8 , Issue.3 , pp. 431-435
    • Pasolli, E.1    Melgani, F.2    Bazi, Y.3
  • 11
    • 79957456032 scopus 로고    scopus 로고
    • A survey of active learning algorithms for supervised remote sensing image classification
    • Jun.
    • D. Tuia, M. Volpi, L. Copa, M. Kanevski, and J. Muñoz-Maŕ?, "A survey of active learning algorithms for supervised remote sensing image classification," IEEE J. Sel. Topics Signal Process., vol. 5, no. 3, pp. 606-617, Jun. 2011.
    • (2011) IEEE J. Sel. Topics Signal Process. , vol.5 , Issue.3 , pp. 606-617
    • Tuia, D.1    Volpi, M.2    Copa, L.3    Kanevski, M.4    Muñoz-Maŕ, J.5
  • 12
    • 41549147912 scopus 로고    scopus 로고
    • An active learning approach to hyperspectral data classification
    • DOI 10.1109/TGRS.2007.910220, 4469868
    • S. Rajan, J. Ghosh, and M. Crawford, "An active learning approach to hyperspectral data classification," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 4, pp. 1231-1242, Apr. 2008. (Pubitemid 351459470)
    • (2008) IEEE Transactions on Geoscience and Remote Sensing , vol.46 , Issue.4 , pp. 1231-1242
    • Rajan, S.1    Ghosh, J.2    Crawford, M.M.3
  • 13
    • 79957460116 scopus 로고    scopus 로고
    • Using active learning to adapt remote sensing image classifiers
    • Sep.
    • D. Tuia, E. Pasolli, and W. J. Emery, "Using active learning to adapt remote sensing image classifiers," Remote Sens. Environ., vol. 115, no. 9, pp. 2232-2242, Sep. 2011.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.9 , pp. 2232-2242
    • Tuia, D.1    Pasolli, E.2    Emery, W.J.3
  • 14
    • 34247523027 scopus 로고    scopus 로고
    • Analysis of time-series MODIS 250 m vegetation index data for crop classification in the U.S. Central Great Plains
    • DOI 10.1016/j.rse.2006.11.021, PII S0034425706004949
    • B. D. Wardlow, S. L. Egbert, and J. H. Kastens, "Analysis of timeseries MODIS 250 m vegetation index data for crop classification in the U.S. Central Great Plains," Remote Sens. Environ., vol. 108, no. 3, pp. 290-310, Jun. 2007. (Pubitemid 46669605)
    • (2007) Remote Sensing of Environment , vol.108 , Issue.3 , pp. 290-310
    • Wardlow, B.D.1    Egbert, S.L.2    Kastens, J.H.3
  • 16
    • 2942558578 scopus 로고    scopus 로고
    • Segmentation of multispectral remote sensing images using active support vector machines
    • DOI 10.1016/j.patrec.2004.03.004, PII S0167865504000704
    • P. Mitra, B. Uma Shankar, and S. Pal, "Segmentation of multispectral remote sensing images using active support vector machines," Pattern Recogn. Lett., vol. 25, no. 9, pp. 1067-1074, Jul. 2004. (Pubitemid 38763570)
    • (2004) Pattern Recognition Letters , vol.25 , Issue.9 , pp. 1067-1074
    • Mitra, P.1    Uma Shankar, B.2    Pal, S.K.3
  • 17
    • 0001938951 scopus 로고    scopus 로고
    • Transductive inference for text classification using support vector machines
    • T. Joachims, "Transductive inference for text classification using support vector machines," in Proc. ICML, Bled, Slovenia, 1999, pp. 200-209.
    • (1999) Proc. ICML, Bled, Slovenia , pp. 200-209
    • Joachims, T.1
  • 18
    • 84869491853 scopus 로고    scopus 로고
    • SVM-based boosting of active learning strategies for efficient domain adaptation
    • Oct.
    • G. Matasci, D. Tuia, and M. Kanevski, "SVM-based boosting of active learning strategies for efficient domain adaptation," IEEE J. Sel. Topics Appl. Earth Observ., vol. 5, no. 5, pp. 1335-1343, Oct. 2012.
    • (2012) IEEE J. Sel. Topics Appl. Earth Observ. , vol.5 , Issue.5 , pp. 1335-1343
    • Matasci, G.1    Tuia, D.2    Kanevski, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.