Ship detection in optical remote sensing image based on visual saliency and AdaBoost classifier

Hui-li Wang , Ming Zhu , Chun-bo Lin , Dian-bing Chen

Optoelectronics Letters ›› : 151 -155.

PDF
Optoelectronics Letters ›› : 151 -155. DOI: 10.1007/s11801-017-7014-9
Article

Ship detection in optical remote sensing image based on visual saliency and AdaBoost classifier

Author information +
History +
PDF

Abstract

In this paper, firstly, target candidate regions are extracted by combining maximum symmetric surround saliency detection algorithm with a cellular automata dynamic evolution model. Secondly, an eigenvector independent of the ship target size is constructed by combining the shape feature with ship histogram of oriented gradient (S-HOG) feature, and the target can be recognized by AdaBoost classifier. As demonstrated in our experiments, the proposed method with the detection accuracy of over 96% outperforms the state-of-the-art method.

Cite this article

Download citation ▾
Hui-li Wang, Ming Zhu, Chun-bo Lin, Dian-bing Chen. Ship detection in optical remote sensing image based on visual saliency and AdaBoost classifier. Optoelectronics Letters 151-155 DOI:10.1007/s11801-017-7014-9

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

WangY., MaL., TianY.. Acta Automatica Sinaca, 2011, 37: 1029

[2]

WangY., LiuH.. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50: 4173

[3]

ZhaoY., WuX., WenL., XuS.. Opto-Electronic Engineering, 2008, 35: 102

[4]

ZhuC., ZhouH., WangR., GuoJ.. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48: 3446

[5]

LiZ., YangD., ChenZ.Multi-Layer Sparse Coding Based Ship Detection for Remote Sensing ImagesIEEE International Conference on Information Reuse and Integration, 2015, 122

[6]

YangG., LiB., JiS., GaoF., XuQ.. IEEE Geoscience and Remote Sensing Letters, 2014, 11: 641

[7]

SongZ., SuiH., WangY.Automatic Ship Detection for Optical Satellite Images Based on Visual Attention Model and LBPIEEE Workshop on Electronics, Computer and Applications, Ottawa, 2014, 722

[8]

YangF., XuQ., GaoF., HuL.Ship Detection from Optical Satellite Images Based on Visual Search MechanismIEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015, 3679

[9]

QiS., MaJ., LinJ., LiY., TianJ.. IEEE Geoscience and Remote Sensing Letters, 2015, 12: 1451

[10]

AchantaR., SüsstrunkS.Saliency Detection Using Maximum Symmetric SurroundIEEE International Conference on Image Processing, Hong Kong, 2010, 2653

[11]

QinY., LuH., XuY., WangH.Saliency detection via Cellular AutomataIEEE Conference on Computer Vision and Pattern Recognition, 2015, 110

[12]

AchantaR., ShajiA., SmithK., LucchiA., FuaP., SüsstrunkS.Slic SuperpixelsEPFL Technical Report, 2010, 149300

[13]

SchapireR. E., SingerY.. Machine Learning, 1999, 37: 297

[14]

SochmanJ., MalasJ.AdaBoost with Totally Corrective Updates for Fast Face DetectionSixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004, 445

[15]

WangP., ShenC., BarnesN., ZhengH.. IEEE Transactions on Neural Networks and Learning Systems, 2012, 23: 33

AI Summary AI Mindmap
PDF

68

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/