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Volumn 11, Issue 1, 2014, Pages 79-83

An effective strategy to reduce the labeling cost in the definition of training sets by active learning

Author keywords

Active learning (AL); automatic classification; clustering; in situ data collection; remote sensing; training set

Indexed keywords

ACTIVE LEARNING; AUTOMATIC CLASSIFICATION; CLUSTERING; IN-SITU DATA; TRAINING SETS;

EID: 84888295997     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2013.2246539     Document Type: Article
Times cited : (18)

References (9)
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    • 79952041537 scopus 로고    scopus 로고
    • Batch mode active learning methods for the interactive classification of remote sensing images
    • Mar.
    • B. Demir, C. Persello, and L. Bruzzone, "Batch mode active learning methods for the interactive classification of remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 3, pp. 1014-1031, Mar. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , Issue.3 , pp. 1014-1031
    • Demir, B.1    Persello, C.2    Bruzzone, L.3
  • 3
    • 84888291217 scopus 로고    scopus 로고
    • Active learning methods in classification of remote sensing images
    • C. H. Chen, Ed. Boca Raton, FL: CRC Press/Taylor and Francis ch. 15
    • L. Bruzzone, C. Persello, and B. Demir, "Active learning methods in classification of remote sensing images," in Signal and Image Processing for Remote Sens., 2nd ed., C. H. Chen, Ed. Boca Raton, FL: CRC Press/Taylor and Francis, 2012, ch. 15, pp. 303-323.
    • (2012) Signal and Image Processing for Remote Sens. 2nd Ed. , pp. 303-323
    • Bruzzone, L.1    Persello, C.2    Demir, B.3
  • 4
    • 84858080696 scopus 로고    scopus 로고
    • A batch-mode active learning technique based on multiple uncertainty for SVM classifier
    • May
    • S. Patra and L. Bruzzone, "A batch-mode active learning technique based on multiple uncertainty for SVM classifier," IEEE Geosci. Remote Sens. Lett., vol. 9, no. 3, pp. 497-501, May 2012.
    • (2012) IEEE Geosci. Remote Sens. Lett. , vol.9 , Issue.3 , pp. 497-501
    • Patra, S.1    Bruzzone, L.2
  • 6
    • 77950938874 scopus 로고    scopus 로고
    • Active learning of hyperspectral data with spatially dependent label acquisition costs
    • Jul.
    • A. Liu, G. Jun, and J. Ghosh, "Active learning of hyperspectral data with spatially dependent label acquisition costs," in Proc. IEEE Int. Geosci. Remote Sens. Symp., Jul. 2009, pp. V-256-V-259.
    • (2009) Proc. IEEE Int. Geosci. Remote Sens. Symp.
    • Liu, A.1    Jun, G.2    Ghosh, J.3
  • 7
    • 84873177815 scopus 로고    scopus 로고
    • A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers
    • B. Demir, L. Minello, and L. Bruzzone, "A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers," in Proc. Int. Conf. Geosci. Remote Sens. Symp., 2012, pp. 1781-1784.
    • (2012) Proc. Int. Conf. Geosci. Remote Sens. Symp. , pp. 1781-1784
    • Demir, B.1    Minello, L.2    Bruzzone, L.3
  • 9
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • DOI 10.1109/TGRS.2005.846154
    • G. Camps-Valls and L. Bruzzone, "Kernel-based methods for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 6, pp. 1351-1362, Jun. 2005. (Pubitemid 40811944)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.6 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.