메뉴 건너뛰기




Volumn 54, Issue 10, 2016, Pages 5832-5845

Ship Detection in Spaceborne Optical Image with SVD Networks

Author keywords

Convolutional neural networks (CNNs); optical spaceborne image; ship detection; singular value decompensation (SVD)

Indexed keywords

GEOMETRICAL OPTICS; IMAGE RECONSTRUCTION; NEURAL NETWORKS; REMOTE SENSING; TRAFFIC CONTROL;

EID: 84975263405     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2016.2572736     Document Type: Article
Times cited : (254)

References (33)
  • 2
    • 0028757234 scopus 로고
    • Detection of ship tracks in AVHRR cloud imagery with neural networks
    • F. Y. M. Lure and Y.-C. Rau, "Detection of ship tracks in AVHRR cloud imagery with neural networks, " in Proc. IEEE IGARSS, 1994, vol. 3, pp. 1401-1403.
    • (1994) Proc IEEE IGARSS , vol.3 , pp. 1401-1403
    • Lure, F.Y.M.1    Rau, Y.-C.2
  • 3
    • 0030684478 scopus 로고    scopus 로고
    • Automatic detection of ship tracks in satellite imagery
    • J.M. Weiss, R. Luo, and R.M. Welch, "Automatic detection of ship tracks in satellite imagery, " in Proc. IEEE IGARSS, 1997, vol. 1, pp. 160-162.
    • (1997) Proc IEEE IGARSS , vol.1 , pp. 160-162
    • Weiss, J.M.1    Luo, R.2    Welch, R.M.3
  • 4
    • 80053006012 scopus 로고    scopus 로고
    • A novel algorithm for ship detection based on dynamic fusion model of multi-feature and support vector machine
    • Y. Xia, S. H. Wan, and L. H. Yue, "A novel algorithm for ship detection based on dynamic fusion model of multi-feature and support vector machine, " in Proc. IEEE 6th ICIG, 2011, pp. 521-526.
    • (2011) Proc IEEE 6th ICIG , pp. 521-526
    • Xia, Y.1    Wan, S.H.2    Yue, L.H.3
  • 5
    • 80955148120 scopus 로고    scopus 로고
    • Graph-based ship extraction scheme for optical satellite image
    • F. Chen, W. Yu, X. Liu, K. Wang, L. Gong, and W. Lv, "Graph-based ship extraction scheme for optical satellite image, " in Proc. IEEE IGARSS, 2011, pp. 491-494.
    • (2011) Proc IEEE IGARSS , pp. 491-494
    • Chen, F.1    Yu, W.2    Liu, X.3    Wang, K.4    Gong, L.5    Lv, W.6
  • 6
    • 84911376014 scopus 로고    scopus 로고
    • Multiscale algorithm for ship detection in mid, high and very high resolution optical imagery
    • G. Jubelin and A. Khenchaf, "Multiscale algorithm for ship detection in mid, high and very high resolution optical imagery, " in Proc. IEEE IGARSS, 2014, pp. 2289-2292.
    • (2014) Proc IEEE IGARSS , pp. 2289-2292
    • Jubelin, G.1    Khenchaf, A.2
  • 7
    • 77951268266 scopus 로고    scopus 로고
    • Ship detection and recognition in high-resolution satellite images
    • J. Antelo, G. Ambrosio, J. González, and C. Galindo, "Ship detection and recognition in high-resolution satellite images, " in Proc. IEEE IGARSS, 2009, vol. 4, pp. 514-517.
    • (2009) Proc IEEE IGARSS , vol.4 , pp. 514-517
    • Antelo, J.1    Ambrosio, G.2    González, J.3    Galindo, C.4
  • 8
    • 84861198145 scopus 로고    scopus 로고
    • A visual search inspired computational model for ship detection in optical satellite images
    • Jul
    • F. K. Bi, B. C. Zhu, L. N. Gao, and M. M. Bian, "A visual search inspired computational model for ship detection in optical satellite images, " IEEE Geosci. Remote Sens. Lett., vol. 9, no. 4, pp. 749-753, Jul. 2012.
    • (2012) IEEE Geosci. Remote Sens. Lett , vol.9 , Issue.4 , pp. 749-753
    • Bi, F.K.1    Zhu, B.C.2    Gao, L.N.3    Bian, M.M.4
  • 9
    • 84933055942 scopus 로고    scopus 로고
    • Unsupervised ship detection based on saliency and S-HOG descriptor from optical satellite images
    • Jul
    • S. Qi, J. Ma, J. Lin, Y. Li, and J. Tian, "Unsupervised ship detection based on saliency and S-HOG descriptor from optical satellite images, " IEEE Geosci. Remote Sens. Lett., vol. 12, no. 7, pp. 1451-1455, Jul. 2015.
    • (2015) IEEE Geosci. Remote Sens. Lett , vol.12 , Issue.7 , pp. 1451-1455
    • Qi, S.1    Ma, J.2    Lin, J.3    Li, Y.4    Tian, J.5
  • 10
    • 78649902112 scopus 로고    scopus 로고
    • A complete processing chain for ship detection using optical satellite imagery
    • Jul
    • C. Corbane, L. Najman, E. Pecoul, L. Demagistri, and M. Petit, "A complete processing chain for ship detection using optical satellite imagery, " Int. J. Remote Sens., vol. 31, no. 22, pp. 5837-5854, Jul. 2010.
    • (2010) Int. J. Remote Sens , vol.31 , Issue.22 , pp. 5837-5854
    • Corbane, C.1    Najman, L.2    Pecoul, E.3    Demagistri, L.4    Petit, M.5
  • 11
    • 44649129231 scopus 로고    scopus 로고
    • Using SPOT-5 HRG data in panchromatic mode for operational detection of small ships in tropical area
    • May
    • C. Corbane, F. Marre, and M. Petit, "Using SPOT-5 HRG data in panchromatic mode for operational detection of small ships in tropical area, " Sensors, vol. 8, no. 5, pp. 2959-2973, May 2008.
    • (2008) Sensors , vol.8 , Issue.5 , pp. 2959-2973
    • Corbane, C.1    Marre, F.2    Petit, M.3
  • 12
    • 77956059560 scopus 로고    scopus 로고
    • A novel hierarchical method of ship detection from spaceborne optical image based on shape and texture features
    • Sep
    • C. Zhu, H. Zhou, R. Wang, and J. Guo, "A novel hierarchical method of ship detection from spaceborne optical image based on shape and texture features, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 9, pp. 3446-3456, Sep. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.9 , pp. 3446-3456
    • Zhu, C.1    Zhou, H.2    Wang, R.3    Guo, J.4
  • 13
    • 80054839384 scopus 로고    scopus 로고
    • A hierarchical salient-region based algorithm for ship detection in remote sensing images
    • New York, NY, USA: Springer-Verlag
    • F. Bi, F. Liu, and L. Gao, "A hierarchical salient-region based algorithm for ship detection in remote sensing images, " in Advances in Neural Network Research and Applications. New York, NY, USA: Springer-Verlag, 2010, pp. 729-738.
    • (2010) Advances in Neural Network Research and Applications , pp. 729-738
    • Bi, F.1    Liu, F.2    Gao, L.3
  • 14
    • 80555149453 scopus 로고    scopus 로고
    • An approach for visual attention based on biquaternion and its application for ship detection in multispectral imagery
    • Jan
    • Z. Ding, Y. Yu, B. Wang, and L. Zhang, "An approach for visual attention based on biquaternion and its application for ship detection in multispectral imagery, " Neurocomputing, vol. 76, no. 1, pp. 9-17, Jan. 2012.
    • (2012) Neurocomputing , vol.76 , Issue.1 , pp. 9-17
    • Ding, Z.1    Yu, Y.2    Wang, B.3    Zhang, L.4
  • 15
    • 84907463801 scopus 로고    scopus 로고
    • Compressed-domain ship detection on spaceborne optical image using deep neural network and extreme learning machine
    • Mar
    • J. Tang, C. Deng, G.-B. Huang, and B. Zhao, "Compressed-domain ship detection on spaceborne optical image using deep neural network and extreme learning machine, " IEEE Trans. Geosci. Remote Sens., vol. 53, no. 3, pp. 1174-1185, Mar. 2015.
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , Issue.3 , pp. 1174-1185
    • Tang, J.1    Deng, C.2    Huang, G.-B.3    Zhao, B.4
  • 16
    • 84896388817 scopus 로고    scopus 로고
    • Ship detection in high-resolution optical imagery based on anomaly detector and local shape feature
    • Aug
    • Z. Shi, X. Yu, Z. Jiang, and B. Li, "Ship detection in high-resolution optical imagery based on anomaly detector and local shape feature, " IEEE Trans. Geosci. Remote Sens., vol. 52, no. 8, pp. 4511-4523, Aug. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , Issue.8 , pp. 4511-4523
    • Shi, Z.1    Yu, X.2    Jiang, Z.3    Li, B.4
  • 17
    • 84903539860 scopus 로고    scopus 로고
    • Automatic detection of inshore ships in high-resolution remote sensing images using robust invariant generalized Hough transform
    • Dec
    • J. Xu, X. Sun, D. Zhang, and K. Fu, "Automatic detection of inshore ships in high-resolution remote sensing images using robust invariant generalized Hough transform, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 12, pp. 2070-2074, Dec. 2014.
    • (2014) IEEE Geosci. Remote Sens. Lett , vol.11 , Issue.12 , pp. 2070-2074
    • Xu, J.1    Sun, X.2    Zhang, D.3    Fu, K.4
  • 18
    • 84911382313 scopus 로고    scopus 로고
    • Object localization base on sparse representation for remote sensing imagery
    • N. Yokoya and A. Iwasaki, "Object localization base on sparse representation for remote sensing imagery, " in Proc. IEEE IGARSS, 2014, pp. 2293-2296.
    • (2014) Proc IEEE IGARSS , pp. 2293-2296
    • Yokoya, N.1    Iwasaki, A.2
  • 19
    • 84881418493 scopus 로고    scopus 로고
    • Ship detection from optical satellite images based on sea surface analysis
    • Mar
    • G. Yang, B. Li, S. Ji, F. Gao, and Q. Xu, "Ship detection from optical satellite images based on sea surface analysis, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 3, pp. 641-645, Mar. 2014.
    • (2014) IEEE Geosci. Remote Sens. Lett , vol.11 , Issue.3 , pp. 641-645
    • Yang, G.1    Li, B.2    Ji, S.3    Gao, F.4    Xu, Q.5
  • 20
    • 84884268846 scopus 로고    scopus 로고
    • A new method on inshore ship detection in high-resolution satellite images using shape and context information
    • Mar
    • G. Liu, Y. Zhang, X. Zheng, X. Sun, K. Fu, and H. Wang, "A new method on inshore ship detection in high-resolution satellite images using shape and context information, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 3, pp. 617-621, Mar. 2014.
    • (2014) IEEE Geosci. Remote Sens. Lett , vol.11 , Issue.3 , pp. 617-621
    • Liu, G.1    Zhang, Y.2    Zheng, X.3    Sun, X.4    Fu, K.5    Wang, H.6
  • 21
    • 84879854889 scopus 로고    scopus 로고
    • Representation learning: A review and new perspectives
    • Aug
    • Y. Bengio, A. Courville, and P. Vincent, "Representation learning: A review and new perspectives, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 8, pp. 1798-1828, Aug. 2013.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell , vol.35 , Issue.8 , pp. 1798-1828
    • Bengio, Y.1    Courville, A.2    Vincent, P.3
  • 22
    • 0030410515 scopus 로고    scopus 로고
    • Efficient Gabor filter design for texture segmentation
    • Dec
    • T. P. Weldon, W. E. Higgins, and D. F. Dunn, "Efficient Gabor filter design for texture segmentation, " Pattern Recognit., vol. 29, no. 12, pp. 2005-2015, Dec. 1996.
    • (1996) Pattern Recognit , vol.29 , Issue.12 , pp. 2005-2015
    • Weldon, T.P.1    Higgins, W.E.2    Dunn, D.F.3
  • 23
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant textur classification with local binary patterns
    • Jul
    • T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution gray-scale and rotation invariant textur classification with local binary patterns, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 7, pp. 971-987, Jul. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikäinen, M.2    Mäenpää, T.3
  • 24
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • Nov
    • D. G. Lowe, "Distinctive image features from scale-invariant keypoints, " Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, Nov. 2004.
    • (2004) Int. J. Comput. Vis , vol.60 , Issue.2 , pp. 91-110
    • Lowe, D.G.1
  • 25
    • 33645146449 scopus 로고    scopus 로고
    • Histograms of oriented gradients for human detection
    • Jun
    • N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection, " in Proc. IEEE CVPR, Jun. 2005, vol. 1, pp. 886-893.
    • (2005) Proc IEEE CVPR , vol.1 , pp. 886-893
    • Dalal, N.1    Triggs, B.2
  • 26
    • 84959533227 scopus 로고    scopus 로고
    • PCANet: A simple deep learning baseline for image classification?
    • Dec
    • T.-H. Chan, K. Jia, S. Gao, J. Lu, Z. Zeng, and Y. Ma, "PCANet: A simple deep learning baseline for image classification?" IEEE Trans. Image Process., vol. 24, no. 12, pp. 5017-5032, Dec. 2015.
    • (2015) IEEE Trans. Image Process , vol.24 , Issue.12 , pp. 5017-5032
    • Chan, T.-H.1    Jia, K.2    Gao, S.3    Lu, J.4    Zeng, Z.5    Ma, Y.6
  • 27
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Nov
    • Y. Lecun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition, " Proc. IEEE, vol. 86, no. 11, pp. 2278-2324, Nov. 1998.
    • (1998) Proc IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • Lecun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 28
    • 84879877798 scopus 로고    scopus 로고
    • Invariant scattering convolution networks
    • Aug
    • J. Bruna and S. Mallat, "Invariant scattering convolution networks, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 8, pp. 1872-1886, Aug. 2013.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell , vol.35 , Issue.8 , pp. 1872-1886
    • Bruna, J.1    Mallat, S.2
  • 29
    • 84984886391 scopus 로고    scopus 로고
    • Deep learning
    • MIT Press. Cambridge, MA, USA: MIT Press
    • I. Goodfellow, A. Courville, and Y. Bengio, "Deep learning, " in Book in Preparation MIT Press. Cambridge, MA, USA: MIT Press, 2015. [Online]. Available: http://goodfeli.github.io/dlbook/
    • (2015) Book in Preparation
    • Goodfellow, I.1    Courville, A.2    Bengio, Y.3
  • 30
    • 84984886386 scopus 로고    scopus 로고
    • GSHHG-A global self-consistent, hierarchical, high-resolution geography database
    • GSHHG-A global self-consistent, hierarchical, high-resolution geography database, Nat. Centers Environ. Inf. (NCEI) Boulder, CO, USA. [Online]. Available: http://www.ngdc.noaa.gov/mgg/shorelines/gshhs.html
    • Nat. Centers Environ. Inf. (NCEI) Boulder, CO, USA
  • 31
    • 84911456915 scopus 로고    scopus 로고
    • BING: Binarized normed gradients for objectness estimation at 300fps
    • M. M. Cheng, Z. Zhang, W.-Y. Lin, and P. Torr, "BING: Binarized normed gradients for objectness estimation at 300fps, " in Proc. IEEE Conf. CVPR, 2014, pp. 3286-3293.
    • (2014) Proc IEEE Conf. CVPR , pp. 3286-3293
    • Cheng, M.M.1    Zhang, Z.2    Lin, W.-Y.3    Torr, P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.