Design and perceptual validation of performance measures for salient object segmentation

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops, CVPRW 2010

Volumn , Issue , 2010, Pages 49-56

  Movahedi, Vida ^a   Elder, James H ^a  

^a YORK UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

CONTOUR MAPPING; CONTOUR METHOD; DATA SETS; EMPIRICAL EVALUATIONS; GROUND TRUTH; HAUSDORFF DISTANCE; HUMAN SUBJECTS; OBJECT SEGMENTATION; PERFORMANCE MEASURE; REGION-BASED METHODS; SALIENT OBJECTS; SEGMENTATION ALGORITHMS; SHAPE BOUNDARIES; SHAPE IRREGULARITY;

COMPUTER VISION; DATA PROCESSING; IMAGE SEGMENTATION; MAPPING; TECHNICAL PRESENTATIONS;

COMPUTATIONAL METHODS;

EID: 77956554206     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPRW.2010.5543739     Document Type: Conference Paper

References (26)

1. S. Alpert, M. Galun, R. Basri, and A. Brandt. Image segmentation by probabilistic bottom-up aggregation and cue integration. In CVPR 2007
2. F. Attneave and M. D. Arnoult. The quantitative study of shape and pattern perception. Psychological Bulletin, 53(6):452-471, 1956
3. R. Basri, L. Costa, D. Geiger, and D. Jacobs. Determining the similarity of deformable shapes. Vision Research, 38:2365-2385, 1998
4. H. P. O. D. Beeck, K. Torfs, and J. Wagemans. Perceived shape similarity among unfamiliar objects and the organization of the human object vision pathway. J of Neurosience, 28(40):10111-10123, 2008
5. J. H. Elder, A. Krupnik, and L. A. Johnston. Contour grouping with prior models. IEEE TPAMI
6. F. Estrada and A. D. Jepson. Benchmarking image segmentation algorithms. Int J Comut Vis, 85:167-181, 2009
7. C. Fowlkes, D. Martin, and J. Malik. Local figure-ground cues are valid for natural images. J of Vision, 8:1-9, 2007
8. M. Frenkel and R. Basri. Curve matching using the fast matching method. Energy Minimization Methods in Computer Vision and Pattern Recognition, pages 35-51, 2003
9. Y. Gdalyahu and D. Weinshall. Flexible syntactic matching of curves and its application to automatic hierarchical classification of silhouettes. IEEE TPAMI
10. F. Ge, S. Wang, and T. Liu. Image segmentation evaluation from the perspective of salient object extraction. CVPR06
11. D. Geiger, A. Gupta, L. A. Costa, and J. Vlontzos. Dynamic programming for detecting, tracking and matching deformable contours. IEEE TPAMI
12. L. Goldmann, T. Adamek, and P. Vajda. Towards fully automatic image segmentation evaluation. Lecture Notes in Computer Science (LNCS), 5259:566-577, 2008
13. Q. Huang and B. Dom. Quantitative methods of evaluating image segmentation. In Proc. 1995 Int. Conf. Image Processing, volume 3, pages 53-56 vol.3, 1995
14. D. P. Huttenlocher, G. A. Klanderman, G. A. Kl, and W. J. Rucklidge. Comparing images using the hausdorff distance. IEEE TPAMI
15. T. Liu, J. Sun, N. Zheng, X. Tang, and H.-Y. Shum. Learning to detect a salient object. In CVPR 2007
16. M. Maes. On a cyclic string-to-string correction problem. Information Processing Letters, 35:73, 1990
17. D. Martin, C. Fowlkes, D. Tal, and J. Malik. A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics. In Proc. 8th IEEE Int. Conf. Computer Vision, volume 2, pages 416-423, 2001
18. D. R. Martin, C. C. Fowlkes, and J. Malik. Learning to detect natural image boundaries using local brightness, color, and texture cues. IEEE TPAMI, 26(5):530-549, 2004
19. F. C. Monteiro and A. C. Campilho. Performance evaluation of image segmentation. Lecture Notes in Computer Science, 4141:248-259, 2006
20. D. Mumford. Mathematical theories of shape: do they model perception? In Proc SPIE Vol 1570 Geometric Methods in Computer Vision, pages 2-10, 1991
21. F. R. Schmidt, D. Farin, and D. Cremers. Fast matching of planar shapes in sub-cubic runtime. In Proc IEEE 11th Int Conf Computer Vision, ICCV 2007, pages 1-6, 2007
22. C. Scott and R. Nowak. Robust contour matching via the order-preserving assignment problem. In IEEE Transactions on Image Processing, volume 15, pages 1831-1837, 2006.
23. T. B. Sebastian, P. N. Klein, and B. B. Kimia. On aligning curves. IEEE TPAMI
24. H. D. Tagare, D. O'shea, and D. Groisser. Non-rigid shape comparison of plane curves in images. J of Mathematical Imaging and Vision, 16:57, 2002
25. D. P. Young and J. M. Ferryman. Pets metrics: On-line performance evaluation service. In VS-PETS, 2005
26. Y. J. Zhang. A survey on evaluation methods for image segmentation. Pattern Recognition, 29(8):1335-1346, 1996