Learning distance metric for semi-supervised image segmentation

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2008, Pages 3204-3207

  Jia, Yangqing ^a   Zhang, Changshui ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

Distance metric learning; Image segmentation; Semi supervised

Indexed keywords

DISTANCE METRIC LEARNING; DISTANCE METRICS; FUNGAL DISEASE; GRADIENT DESCENT METHOD; GRAPH-BASED; GRAPH-BASED METHODS; IMAGE APPEARANCE; IMAGE PROCESSING APPLICATIONS; LOCAL OPTIMUM SOLUTION; OPTIMIZATION PROBLEMS; PARAMETER SELECTION; RESEARCH AREAS; SEMI-SUPERVISED; STEADY PERFORMANCE; USER ANNOTATIONS;

DIGITAL IMAGE STORAGE; EDUCATION; IMAGE SEGMENTATION; IMAGING SYSTEMS; INDUSTRIAL RESEARCH; METRIC SYSTEM;

HEURISTIC METHODS;

EID: 69949169161     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2008.4712477     Document Type: Conference Paper

References (13)

1. J. Shi and J. Malik, "Normalized cuts and image segmentation," IEEE Trans. Patt. Ana. Mach. Int., vol. 22, no. 8, pp. 888-905, 2000.
2. Y. Boykov, O. Veksler, and R. Zabih, "Fast approximate energy minimization via graph cuts," IEEE Trans. Patt. Ana. Mach. Int., vol. 23, no. 11, pp. 1222-1239, 2001.
3. O. Juan and Y. Boykov, "Active Graph Cuts," CVPR, vol. 1, pp. 1023-1029, 2006.
4. P. Kohli and PHS Torr, "Effciently Solving Dynamic Markov Random Fields Using Graph Cuts," ICCV, vol. 2, 2005.
5. F. Wang, J. Wang, C. Zhang, and H.C. Shen, "Semi-Supervised Classification Using Linear Neighborhood Propagation," CVPR, 2006.
6. Y. Li, J. Sun, C.K. Tang, and H.Y. Shum, "Lazy snapping," ACM Trans. Graphics, vol. 23, no. 3, pp. 303-308, 2004.
7. D. Zhou, O. Bousquet, T.N. Lai, J. Weston, and B. Scholkopf, "Learning with Local and Global Consistency," NIPS, 2003.
8. R.O. Duda, P.E. Hart, and D.G. Stork, Pattern Classification, Wiley-Interscience, 2000.
9. A. Protiere and G. Sapiro, "Interactive Image Segmentation via Adaptive Weighted Distances," IEEE Trans. Image Processing, vol. 16, no. 4, pp. 1046-1057, 2007.
10. E.P. Xing, A.Y. Ng, M.I. Jordan, and S. Russell, "Distance metric learning, with application to clustering with side-information," NIPS, vol. 15, pp. 505-512, 2003.
11. 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," ICCV, vol. 2, pp. 416-423, 2001.
12. G. Mori, "Guiding model search using segmentation," ICCV, pp. 1417-1423, 2005.
13. DR Martin, CC Fowlkes, and J. Malik, "Learning to detect natural image boundaries using local brightness, color, and texture cues," IEEE Trans. Patt. Ana. Mach. Int., vol. 26, no. 5, pp. 530-549, 2004.