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Volumn 42, Issue 1W1, 2017, Pages 551-558

Multi-temporal land cover classification with long short-term memory neural networks

Author keywords

Crop identification; Deep learning; Land cover classification; Long short term memory; Recurrent neural networks; Sentinel 2

Indexed keywords

BRAIN; CROPS; DEEP LEARNING; DEEP NEURAL NETWORKS; EDUCATION; NEURAL NETWORKS; RECURRENT NEURAL NETWORKS; SUPPORT VECTOR MACHINES;

EID: 85021131739     PISSN: 16821750     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.5194/isprs-archives-XLII-1-W1-551-2017     Document Type: Conference Paper
Times cited : (79)

References (23)
  • 1
    • 33845883788 scopus 로고    scopus 로고
    • A curve fitting procedure to derive inter-annual phenologies from time series of noisy satellite ndvi data
    • Bradley, B. A., and Jacob., R. W., Hermance, J. F. and Mustard, J. R, 2007. A curve fitting procedure to derive inter-annual phenologies from time series of noisy satellite ndvi data. Remote Sensing of Environment 106(2), pp. 137-145.
    • (2007) Remote Sensing of Environment , vol.106 , Issue.2 , pp. 137-145
    • Bradley, B.A.1    Jacob, R.W.2    Hermance, J.F.3    Mustard, J.R.4
  • 5
    • 27744588611 scopus 로고    scopus 로고
    • Framewise phoneme classification with bidirectional lstm and other neural network architectures
    • Graves, A. and Schmidhuber, J., 2005. Framewise phoneme classification with bidirectional lstm and other neural network architectures. Neural Networks 18(5), pp. 602-610.
    • (2005) Neural Networks , vol.18 , Issue.5 , pp. 602-610
    • Graves, A.1    Schmidhuber, J.2
  • 8
    • 84950141946 scopus 로고    scopus 로고
    • Transferring deep convolutional neural networks for the scene classification of high-resolution remote sensing imagery
    • Hu, F., Xia, G.-S., Hu, J. and Zhang, L., 2015. Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery. Remote Sensing 7(11), pp. 14680-14707.
    • (2015) Remote Sensing , vol.7 , Issue.11 , pp. 14680-14707
    • Hu, F.1    Xia, G.-S.2    Hu, J.3    Zhang, L.4
  • 12
    • 84974817496 scopus 로고    scopus 로고
    • Learning a transferable change rule from a recurrent neural network for land cover change detection
    • Lyu, H., Lu, H. and Mou, L., 2016. Learning a Transferable Change Rule from a Recurrent Neural Network for Land Cover Change Detection. Remote Sensing 8(6), pp. 1-22.
    • (2016) Remote Sensing , vol.8 , Issue.6 , pp. 1-22
    • Lyu, H.1    Lu, H.2    Mou, L.3
  • 13
    • 84945907812 scopus 로고    scopus 로고
    • An automated method for annual cropland mapping along the season for various globally-distributed agrosystems using high spatial and temporal resolution time series
    • Matton, N., and Canto., G. S., Waldner, F., Valero, S., Morin, D., Inglada, J., Arias, M., Bontemps, S., Koetz, B. and Defourny, P., 2015. An Automated Method for Annual Cropland Mapping along the Season for Various Globally-Distributed Agrosystems Using High Spatial and Temporal Resolution Time Series. Remote Sensing 7(10), pp. 13208-13232.
    • (2015) Remote Sensing , vol.7 , Issue.10 , pp. 13208-13232
    • Matton, N.1    Canto, G.S.2    Waldner, F.3    Valero, S.4    Morin, D.5    Inglada, J.6    Arias, M.7    Bontemps, S.8    Koetz, B.9    Defourny, P.10
  • 14
    • 0019895242 scopus 로고
    • Crop identification using landsat temporal-spectral profiles
    • Odenweller, J. B. and Johnson, K. I., 1984. Crop identification using landsat temporal-spectral profiles. Remote Sensing of Environment 14(1-3), pp. 39-54.
    • (1984) Remote Sensing of Environment , vol.14 , Issue.1-3 , pp. 39-54
    • Odenweller, J.B.1    Johnson, K.I.2
  • 17
    • 84937897682 scopus 로고    scopus 로고
    • A hidden Markov models approach for crop classification: Linking crop phenology to time series of multi-sensor remote sensing data
    • Siachalou, S., Mallinis, G. and Tsakiri-Strati, M., 2015. A Hidden Markov Models Approach for Crop Classification: Linking Crop Phenology to Time Series of Multi-Sensor Remote Sensing Data. Remote Sensing 7(4), pp. 3633-3650.
    • (2015) Remote Sensing , vol.7 , Issue.4 , pp. 3633-3650
    • Siachalou, S.1    Mallinis, G.2    Tsakiri-Strati, M.3
  • 20
    • 0025503558 scopus 로고
    • Backpropagation through time: What it does and how to do it
    • Werbos, P. J., 1990. Backpropagation through time: what it does and how to do it. Proceedings of the IEEE 78(10), pp. 1550-1560.
    • (1990) Proceedings of the IEEE , vol.78 , Issue.10 , pp. 1550-1560
    • Werbos, P.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.