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Volumn 9, Issue 1, 2017, Pages

Multi-task joint sparse and low-rank representation for the scene classification of high-resolution remote sensing image

Author keywords

Feature fusion; Low rank representation; Multi task learning; Scene classification; Sparse representation

Indexed keywords

CONVEX OPTIMIZATION; GRADIENT METHODS; IMAGE CLASSIFICATION; IMAGE RECONSTRUCTION; LEARNING SYSTEMS; OPTIMIZATION; REMOTE SENSING;

EID: 85010665849     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs9010010     Document Type: Article
Times cited : (25)

References (53)
  • 1
    • 53349127642 scopus 로고    scopus 로고
    • Decision fusion with confidence-based weight assignment for hyperspectral target recognition
    • Prasad, S.; Bruce, L.M. Decision fusion with confidence-based weight assignment for hyperspectral target recognition. IEEE Trans. Geosci. Remote Sens. 2008, 46, 1448-1456.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , pp. 1448-1456
    • Prasad, S.1    Bruce, L.M.2
  • 2
    • 33748331356 scopus 로고    scopus 로고
    • A multilevel context-based system for classification of very high spatial resolution images
    • Bruzzone, L.; Carlin, L. A multilevel context-based system for classification of very high spatial resolution images. IEEE Trans. Geosci. Remote Sens. 2006, 44, 2587-2600.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , pp. 2587-2600
    • Bruzzone, L.1    Carlin, L.2
  • 3
    • 82155166223 scopus 로고    scopus 로고
    • Object-based image analysis of high-resolution satellite images using modified cloud basis function neural net-work and probabilistic relaxation labeling process
    • Rizvi, I.A.; Mohan, B.K. Object-based image analysis of high-resolution satellite images using modified cloud basis function neural net-work and probabilistic relaxation labeling process. IEEE Trans. Geosci. Remote Sens. 2011, 49, 4815-820.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , pp. 4815-4820
    • Rizvi, I.A.1    Mohan, B.K.2
  • 5
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke, T. Object based image analysis for remote sensing. ISPRS J. Photogramm. Remote Sens. 2010, 65, 2-16.
    • (2010) ISPRS J. Photogramm. Remote Sens , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 6
    • 84962541771 scopus 로고    scopus 로고
    • A color-texture-structure descriptor for high-resolution satellite image classification
    • Yu, H.; Yang, W.; Xia, G.; Liu, G. A color-texture-structure descriptor for high-resolution satellite image classification. Remote Sens. 2016, 8, 30259-30292.
    • (2016) Remote Sens , vol.8 , pp. 30259-30292
    • Yu, H.1    Yang, W.2    Xia, G.3    Liu, G.4
  • 7
    • 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.; Zhang, L. Transferring deep convolutional neural networks for the scene classification of high-resolution remote sensing imagery. Remote Sens. 2015, 7, 14680-14707.
    • (2015) Remote Sens , vol.7 , pp. 14680-14707
    • Hu, F.1    Xia, G.S.2    Hu, J.3    Zhang, L.4
  • 8
    • 84947869374 scopus 로고    scopus 로고
    • Land-use scene classification in high-resolution remote sensing images using improved correlatons
    • Qi, K.; Wu, H.; Shen, C.; Gong, J. Land-use scene classification in high-resolution remote sensing images using improved correlatons. IEEE Geosci. Remote Sens. Lett. 2015, 12, 2403-2407.
    • (2015) IEEE Geosci. Remote Sens. Lett , vol.12 , pp. 2403-2407
    • Qi, K.1    Wu, H.2    Shen, C.3    Gong, J.4
  • 9
    • 84950161713 scopus 로고    scopus 로고
    • Accurate annotation of remote sensing images via active spectral clustering with little expert knowledge
    • Xia, G.S.; Wang, Z.; Xiong, C.; Zhang, L. Accurate annotation of remote sensing images via active spectral clustering with little expert knowledge. Remote Sens. 2015, 7, 15014-15045.
    • (2015) Remote Sens , vol.7 , pp. 15014-15045
    • Xia, G.S.1    Wang, Z.2    Xiong, C.3    Zhang, L.4
  • 13
    • 34047192082 scopus 로고    scopus 로고
    • Which is the best way to organize/classify images by content
    • Bosch, A.; Munoz, X.; Marti, R. Which is the best way to organize/classify images by content? Image Vis. Comput. 2007, 25, 778-791.
    • (2007) Image Vis. Comput , vol.25 , pp. 778-791
    • Bosch, A.1    Munoz, X.2    Marti, R.3
  • 14
    • 75449091209 scopus 로고    scopus 로고
    • Semantic annotation of satellite images using latent Dirichlet allocation
    • Liénou, M.; Maître, H.; Datcu, M. Semantic annotation of satellite images using latent Dirichlet allocation. IEEE Geosci. Remote Sens. Lett. 2010, 7, 28-32.
    • (2010) IEEE Geosci. Remote Sens. Lett , vol.7 , pp. 28-32
    • Liénou, M.1    Maître, H.2    Datcu, M.3
  • 15
    • 84863271556 scopus 로고    scopus 로고
    • High-resolution satellite scene classification using a sparse coding based multiple feature combination
    • Sheng, G.; Yang, W.; Xu, T.; Sun, H. High-resolution satellite scene classification using a sparse coding based multiple feature combination. Int. J. Remote Sens. 2012, 33, 2395-2412.
    • (2012) Int. J. Remote Sens , vol.33 , pp. 2395-2412
    • Sheng, G.1    Yang, W.2    Xu, T.3    Sun, H.4
  • 16
    • 78650941566 scopus 로고    scopus 로고
    • Satellite image classification via two-layer sparse coding with biased image representation
    • Dai, D.; Yang, W. Satellite image classification via two-layer sparse coding with biased image representation. IEEE Geosci. Remote Sens. Lett. 2011, 8, 173-176.
    • (2011) IEEE Geosci. Remote Sens. Lett , vol.8 , pp. 173-176
    • Dai, D.1    Yang, W.2
  • 17
    • 85016323303 scopus 로고    scopus 로고
    • Fast Binary Coding for the Scene Classification of High-Resolution Remote Sensing Imagery
    • Hu, F.; Xia, G.; Hu, J.; Zhong, Y.; Xu, K. Fast Binary Coding for the Scene Classification of High-Resolution Remote Sensing Imagery. Remote Sens. 2016, 8, 70555-70578.
    • (2016) Remote Sens , vol.8 , pp. 70555-70578
    • Hu, F.1    Xia, G.2    Hu, J.3    Zhong, Y.4    Xu, K.5
  • 18
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive Image Features from Scale-Invariant Keypoints
    • Lowe, D.G. Distinctive Image Features from Scale-Invariant Keypoints. Int. J. Comput. Vis. 2004, 60, 91-110.
    • (2004) Int. J. Comput. Vis , vol.60 , pp. 91-110
    • Lowe, D.G.1
  • 20
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • Ojala, T.; Pietikainen, M.; Maenpaa, T. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 2002, 24, 971-987.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell , vol.24 , pp. 971-987
    • Ojala, T.1    Pietikainen, M.2    Maenpaa, T.3
  • 21
    • 84896875575 scopus 로고    scopus 로고
    • A 2-D wavelet decomposition-based bag-of-visual-words model for land-use scene classification
    • Zhao, L.; Tang, P.; Huo, L. A 2-D wavelet decomposition-based bag-of-visual-words model for land-use scene classification. Int. J. Remote Sens. 2014, 35, 2296-2310.
    • (2014) Int. J. Remote Sens , vol.35 , pp. 2296-2310
    • Zhao, L.1    Tang, P.2    Huo, L.3
  • 23
    • 84976616116 scopus 로고    scopus 로고
    • Sparse coding-based correlaton model for land-use scene classification in high-resolution remote-sensing images
    • Qi, K.; Zhang, X.; Wu, B.; Wu, H. Sparse coding-based correlaton model for land-use scene classification in high-resolution remote-sensing images. J. Appl. Remote Sens. 2016, 10, 042005.
    • (2016) J. Appl. Remote Sens , vol.10 , pp. 042005
    • Qi, K.1    Zhang, X.2    Wu, B.3    Wu, H.4
  • 24
    • 77955426203 scopus 로고    scopus 로고
    • Evaluating color descriptors for object and scene recognition
    • Van De Sande, K.E.; Gevers, T.; Snoek, C.G. Evaluating color descriptors for object and scene recognition. IEEE Trans. Pattern Anal. 2010, 32, 1582-1596.
    • (2010) IEEE Trans. Pattern Anal , vol.32 , pp. 1582-1596
    • Van De Sande, K.E.1    Gevers, T.2    Snoek, C.G.3
  • 30
    • 84952631146 scopus 로고    scopus 로고
    • Higher-level feature combination via multiple kernel learning for image classification
    • Luo, W.; Yang, J.; Xu, W.; Li, J.; Zhang, J. Higher-level feature combination via multiple kernel learning for image classification. Neurocomputing 2015, 167, 209-217.
    • (2015) Neurocomputing , vol.167 , pp. 209-217
    • Luo, W.1    Yang, J.2    Xu, W.3    Li, J.4    Zhang, J.5
  • 32
    • 84866609133 scopus 로고    scopus 로고
    • Visual Classification with Multitask Joint Sparse Representation
    • Yuan, X.; Liu, X.; Yan, S. Visual Classification with Multitask Joint Sparse Representation. IEEE Trans. Image Process. 2012, 21, 4349-4360.
    • (2012) IEEE Trans. Image Process , vol.21 , pp. 4349-4360
    • Yuan, X.1    Liu, X.2    Yan, S.3
  • 33
    • 0031189914 scopus 로고    scopus 로고
    • Multi-task learning
    • Caruana, R. Multi-task learning. Mach. Learn. 1997, 28, 41-75.
    • (1997) Mach. Learn , vol.28 , pp. 41-75
    • Caruana, R.1
  • 36
    • 84901201294 scopus 로고    scopus 로고
    • Joint collaborative representation with multitask learning for hyperspectral image classification
    • Li, J.; Zhang, H.; Zhang, L.; Huang, X.; Zhang, L. Joint collaborative representation with multitask learning for hyperspectral image classification. IEEE Trans. Geosci. Remote Sens. 2014, 52, 5923-5936.
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 5923-5936
    • Li, J.1    Zhang, H.2    Zhang, L.3    Huang, X.4    Zhang, L.5
  • 37
    • 84905922593 scopus 로고    scopus 로고
    • A nonlocal weighted joint sparse representation classification method for hyperspectral imagery
    • Zhang, H.; Li, J.; Huang, Y.; Zhang, L. A nonlocal weighted joint sparse representation classification method for hyperspectral imagery. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. 2014, 7, 2056-2065.
    • (2014) IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens , vol.7 , pp. 2056-2065
    • Zhang, H.1    Li, J.2    Huang, Y.3    Zhang, L.4
  • 38
    • 55149088329 scopus 로고    scopus 로고
    • Convex multi-task feature learning
    • Argyriou, A.; Evgeniou, T.; Pontil, M. Convex multi-task feature learning. Mach. Learn. 2008, 73, 243-272.
    • (2008) Mach. Learn , vol.73 , pp. 243-272
    • Argyriou, A.1    Evgeniou, T.2    Pontil, M.3
  • 39
    • 85015485963 scopus 로고    scopus 로고
    • Collaborative representation based classification for face recognition
    • Zhang, L.; Yang, M.; Feng, X.; Ma, Y.; Zhang, D. Collaborative representation based classification for face recognition. arXiv 2012, arXiv:1204, 2358.
    • (2012) ArXiv , vol.arXiv:1204 , pp. 2358
    • Zhang, L.1    Yang, M.2    Feng, X.3    Ma, Y.4    Zhang, D.5
  • 40
    • 77953322499 scopus 로고    scopus 로고
    • Joint covariate selection and joint subspace selection for multiple classification problems
    • Obozinski, G.; Taskar, B.; Jordan, M. Joint covariate selection and joint subspace selection for multiple classification problems. J. Stat. Comput. 2009, 20, 231-252.
    • (2009) J. Stat. Comput , vol.20 , pp. 231-252
    • Obozinski, G.1    Taskar, B.2    Jordan, M.3
  • 41
    • 33645035051 scopus 로고    scopus 로고
    • Model selection and estimation in regression with grouped variables
    • Yuan, M.; Lin, Y. Model selection and estimation in regression with grouped variables. J. R. Stat. Soc. Ser. B 2006, 68, 49-67.
    • (2006) J. R. Stat. Soc. Ser. B , vol.68 , pp. 49-67
    • Yuan, M.1    Lin, Y.2
  • 42
    • 71149111015 scopus 로고    scopus 로고
    • Blockwise coordinate descent procedures for the multi-task lasso, with applications to neural semantic basis discovery
    • Montreal, QC, Canada, 14-18 June
    • Liu, H.; Palatucci, M.; Zhang, J. Blockwise coordinate descent procedures for the multi-task lasso, with applications to neural semantic basis discovery. In Proceedings of the International Conference on Machine Learning (ICML), Montreal, QC, Canada, 14-18 June 2009; pp. 649-656.
    • (2009) Proceedings of the International Conference on Machine Learning (ICML) , pp. 649-656
    • Liu, H.1    Palatucci, M.2    Zhang, J.3
  • 43
    • 27844439373 scopus 로고    scopus 로고
    • A framework for learning predictive structures from multiple tasks and unlabeled data
    • Ando, R.K.; Zhang, T. A framework for learning predictive structures from multiple tasks and unlabeled data. J. Mach. Learn. Res. 2005, 6, 1817-1853.
    • (2005) J. Mach. Learn. Res , vol.6 , pp. 1817-1853
    • Ando, R.K.1    Zhang, T.2
  • 44
    • 84863232691 scopus 로고    scopus 로고
    • Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
    • Chen, J.; Liu, J.; Ye, J. Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks. ACM Trans. Knowl. Discov. Data 2012, 5, 22-30.
    • (2012) ACM Trans. Knowl. Discov. Data , vol.5 , pp. 22-30
    • Chen, J.1    Liu, J.2    Ye, J.3
  • 45
    • 64149107285 scopus 로고    scopus 로고
    • A new approach to collaborative filtering: Operator estimation with spectral regularization
    • Abernethy, J.; Bach, F.; Evgeniou, T.; Vert, J. A new approach to collaborative filtering: Operator estimation with spectral regularization. J. Mach. Learn. Res. 2009, 10, 803-826.
    • (2009) J. Mach. Learn. Res , vol.10 , pp. 803-826
    • Abernethy, J.1    Bach, F.2    Evgeniou, T.3    Vert, J.4
  • 47
    • 84879800501 scopus 로고    scopus 로고
    • Gradient methods for minimizing composite functions
    • Nesterov, Y. Gradient methods for minimizing composite functions. Math. Program. 2013, 140, 125-161.
    • (2013) Math. Program , vol.140 , pp. 125-161
    • Nesterov, Y.1
  • 48
    • 33745604236 scopus 로고    scopus 로고
    • Stable signal recovery from incomplete and inaccurate measurements
    • Candés, E.; Romberg, J.; Tao, T. Stable signal recovery from incomplete and inaccurate measurements. Commun. Pure Appl. Math. 2006, 59, 1207-1223.
    • (2006) Commun. Pure Appl. Math , vol.59 , pp. 1207-1223
    • Candés, E.1    Romberg, J.2    Tao, T.3
  • 52
    • 84863260791 scopus 로고    scopus 로고
    • Structrual High-Resolution Satellite Image Indexing
    • TC VII Symposium (Part A): 100 Years ISPRS-Advancing Remote Sensing Science, Vienna, Austria, 5-7 July
    • Xia, G.S.; Yang, W.; Delon, J.; Gousseau, Y.; Sun, H.; Maitre, H. Structrual High-Resolution Satellite Image Indexing. In Proceedings of the ISPRS, TC VII Symposium (Part A): 100 Years ISPRS-Advancing Remote Sensing Science, Vienna, Austria, 5-7 July 2010.
    • (2010) Proceedings of the ISPRS
    • Xia, G.S.1    Yang, W.2    Delon, J.3    Gousseau, Y.4    Sun, H.5    Maitre, H.6


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