Scalable multi-class geospatial object detection in high-spatial-resolution remote sensing images

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2014, Pages 2479-2482

  Cheng, Gong ^a   Han, Junwei ^a   Zhou, Peicheng ^a   Guo, Lei ^a  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

Author keywords

detectors; image analysis; image recognition; Object detection; remote sensing

Indexed keywords

CLASSIFICATION (OF INFORMATION); DETECTORS; IMAGE ANALYSIS; IMAGE RECOGNITION; IMAGE RESOLUTION; OBJECT RECOGNITION; REMOTE SENSING; SUPPORT VECTOR MACHINES;

COMPREHENSIVE EVALUATION; GEO-SPATIAL OBJECTS; HIGH SPATIAL RESOLUTION; LINEAR SUPPORT VECTOR MACHINES; REMOTE SENSING IMAGES; ROTATION INVARIANT; SIMULTANEOUS DETECTION; WEAKLY SUPERVISED LEARNING;

OBJECT DETECTION;

EID: 84911441113     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2014.6946975     Document Type: Conference Paper

References (19)

1. Ö. Aytekin, U. Zöngür, and U. Halici, "Texture-based airport runway detection," IEEE Geosci. Remote Sens. Lett., Vol. 10, no. 3, pp. 471-475, May 2013.
2. S. Bo, and Y. Jing, "Region-based airplane detection in remotely sensed imagery," in Proc. CISP, 2010, pp. 1923-1926.
3. G. Cheng, L. Guo, T. Zhao, J. Han, H. Li, and J. Fang, "Automatic landslide detection from remote-sensing imagery using a scene classification method based on BoVW and pLSA," Int. J. Remote Sens., Vol. 34, no. 1, pp. 45-59, Jan. 2013.
4. 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, Nov. 2010.
5. H. Grabner, T. T. Nguyen, B. Gruber, and H. Bischof, "Online boosting-based car detection from aerial images," ISPRS J. Photogramm. Remote Sens., Vol. 63, no. 3, pp. 382-396, May 2008.
6. K. Segl, and H. Kaufmann, "Detection of small objects from high-resolution panchromatic satellite imagery based on supervised image segmentation," IEEE Trans. Geosci. Remote Sens., Vol. 39, no. 9, pp. 2080-2083, Sept. 2001.
7. 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, Sept. 2010.
8. T. R. Martha, N. Kerle, C. J. van Westen, V. Jetten, and K. V. Kumar, "Segment optimization and data-driven thresholding for knowledge-based landslide detection by object-based image analysis," IEEE Trans. Geosci. Remote Sens., Vol. 49, no. 12, pp. 4928-4943, Dec. 2011.
9. G. Cheng, J. Han, L. Guo, X. Qian, P. Zhou, X. Yao, and X. Hu, "Object detection in remote sensing imagery using a discriminatively trained mixture model," ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 85, pp. 32-43, 2013.
10. J. Han, P. Zhou, D. Zhang, G. Cheng, L. Guo, Z. Liu, S. Bu, and J. Wu, "Efficient, simultaneous detection of multi-class geospatial targets based on visual saliency modeling and discriminative learning of sparse coding," ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 89, pp. 37-48, 2014.
11. L. Bourdev, and J. Malik, "Poselets: Body part detectors trained using 3d human pose annotations," in Proc. ICCV, 2009, pp. 1365-1372.
12. T. Malisiewicz, A. Gupta, and A. A. Efros, "Ensemble of exemplar-svms for object detection and beyond," in Proc. ICCV, 2011, pp. 89-96.
13. P. F. Felzenszwalb, R. B. Girshick, D. McAllester, and D. Ramanan, "Object detection with discriminatively trained part-based models," IEEE Trans. Pattern Anal. Mach. Intell., Vol. 32, no. 9, pp. 1627-1645, Sept. 2010.
14. M. Juneja, A. Vedaldi, C. Jawahar, and A. Zisserman, "Blocks that Shout: Distinctive Parts for Scene Classification," in Proc. CVPR, 2013.
15. S. Singh, A. Gupta, and A. A. Efros, "Unsupervised discovery of mid-level discriminative patches," in Proc. ECCV, 2012, pp. 73-86.
16. N. Dalal, and B. Triggs, "Histograms of oriented gradients for human detection," in Proc. CVPR, 2005, pp. 886-893.
17. S. Xu, T. Fang, D. Li, and S. Wang, "Object classification of aerial images with bag-of-visual words," IEEE Geosci. Remote Sens. Lett., Vol. 7, no. 2, pp. 366-370, Apr. 2010.
18. H. Sun, X. Sun, H. Wang, Y. Li, and X. Li, "Automatic target detection in high-resolution remote sensing images using spatial sparse coding bag-of-words model," IEEE Geosci. Remote Sens. Lett., Vol. 9, no. 1, pp. 109-113, Jan. 2012.
19. M. K. Buckland, and F. C. Gey, "The relationship between recall and precision," J. Am. Soc. Inf. Sci., Vol. 45, no. 1, pp. 12-19, Jan. 1994.