IView: A feature clustering framework for suggesting informative views in volume visualization

IEEE Transactions on Visualization and Computer Graphics

Volumn 17, Issue 12, 2011, Pages 1959-1968

  Zheng, Ziyi ^a   Ahmed, Nafees ^a   Mueller, Klaus ^a  

^a USA   (United States)

Author keywords

ant colony optimization; Direct volume rendering; entropy; k means; set cover problem; view suggestion

Indexed keywords

ANT-COLONY OPTIMIZATION; DIRECT VOLUME RENDERING; K-MEANS; SET-COVER; VIEW SUGGESTION;

DATA VISUALIZATION; OPTIMIZATION; USER INTERFACES; VISUALIZATION; VOLUME RENDERING; VOLUMETRIC ANALYSIS;

ENTROPY;

ALGORITHM; ANIMAL; ANT; ARTICLE; CLUSTER ANALYSIS; COMPUTER GRAPHICS; COMPUTER SIMULATION; FACTUAL DATABASE; HISTOLOGY; HUMAN; STATISTICS; THREE DIMENSIONAL IMAGING; TOOTH;

ALGORITHMS; ANIMALS; ANTS; CLUSTER ANALYSIS; COMPUTER GRAPHICS; COMPUTER SIMULATION; DATABASES, FACTUAL; HUMANS; IMAGING, THREE-DIMENSIONAL; TOOTH;

EID: 80855139062     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2011.218     Document Type: Article

References (42)

1. S. Abbasi and F. Mokhtarian, "Automatic view selection in multi-view object recognition," In Proc. of International Conference on Pattern Recognition, volume 1, pages 13-16, 2000.
2. A. Amirkhanov, C. Heinzl, M. Reiter, and M. E. Gröller, "Visual optimality and stability analysis of 3DCT scan positions," IEEE Transactions on Visualization and Computer Graphics, 16(6): 1477-1487, 2010.
3. J. E. Beasley, "OR-Library: distributing test problems by electronic mail," Journal Operational Research Society, 41(11):1069-1072, 1990.
4. P. S. Blaer and P. K. Allen, "View planning and automated data acquisition for 3-D modeling of complex sites", Journal of Field Robotics, 26(11): 865-891, 2009.
5. U. Bordoloi and H.-W. Shen, "View selection for volume rendering," In Proceedings of the IEEE Visualization, pages 487-494, 2005.
6. M.-Y. Chan, H. Qu, K.-K. Chung, W.-H. Mak, and Y. Wu, "Relationaware volume exploration pipeline". IEEE Transactions on Visualization and Computer Graphics, 14(6): 1683-1690, 2008.
7. M.-Y. Chan, Y. Wu, W.-H. Mak, W. Chen, and H. Qu, "Perceptionbased transparency optimization for direct volume rendering," IEEE Transactions on Visualization and Computer Graphics, 15(6): 1283-1290, 2009.
8. C. Correa and K.-L. Ma, "Size-based transfer functions: a new volume exploration technique," IEEE Transactions on Visualization and Computer Graphics, 14(6): 1380-1387, 2008.
9. C. Correa and K.-L. Ma, "The occlusion spectrum for volume classification and visualization," IEEE Transactions on Visualization and Computer Graphics, 15(6): 1465-1472, 2009.
10. C. Correa and K.-L. Ma, "Visibility histograms and visibility-driven transfer functions," IEEE Transactions on Visualization and Computer Graphics, 17(2): 192-204, 2011.
11. D. DeCarlo, A. Finkelstein, S. Rusinkiewicz, and A. Santella, "Suggestive contours for conveying shape," ACM Transactions on Graphics, 22(3): 848-855, 2003.
12. T. Fogal and J. Krüger, "Tuvok-an architecture for large scale volume rendering," In Proceedings of the 15th International Workshop on Vision, Modeling, and Visualization, 2010.
13. W. Fang, K.-K. Lau, M. Lu, X. Xiao, C.-K. Lam and P. Y. Yang, B. He, Q. Luo, P. V. Sander, and K. Yang, "Parallel data mining on graphics processors," Technical Report, HKUST-CS08-07, 2008.
14. S. Fleishman, D. Cohen-Or, and D. Lischinski, "Automatic camera placement for image-based modeling," Computer Graphics Forum, 19(2):101-110, 2000. (Pubitemid 32070380)
15. http://www.imagevis3d.org, ImageVis3D: A real-time volume rendering tool for large data. Scientific Computing and Imaging Institute (SCI).
16. C. Harris and M. Stephens, "A combined corner and edge detector," Proc. 4th Alvey Vision Conf. pp. 147-151, 1988.
17. R. Karp, "Reducibility among combinatorial problems," Complexity of Computer Computations. pp. 85-103, 1972.
18. A. E. Kaufman, S. Lakare, K. Kreeger, and I. Bitter, "Virtual colonoscopy," Communication of the ACM, 48(2): 37-41, 2005. (Pubitemid 40212283)
19. D. J. Ketchen and C. L. Shook, "The application of cluster analysis in strategic management research: an analysis and critique," Strategic Management Journal, 17(6): 441-458, 1996. (Pubitemid 126482200)
20. G. Kindlmann, R. Whitaker, T. Tasdizen, and T. Möller, "Curvaturebased transfer functions for direct volume rendering: methods and applications," In Proceedings of the IEEE Visualization, pages 513-520, 2003.
21. J. Kniss, G. Kindlmann, and C. Hansen, "Multi-dimensional transfer functions for interactive volume rendering," IEEE Transactions on Visualization and Computer Graphics, 8(3): 270-285, 2002.
22. P. Kohlmann, S. Bruckner, A. Kanitsar, and M. E. Gröller, "LiveSync: deformed viewing spheres for knowledge-based navigation," IEEE Transactions on Visualization and Computer Graphics, 13(6):1544-1551, 2007. (Pubitemid 350076631)
23. J. Krüger, J. Schneider, and R. Westermann, "ClearView: An interactive context preserving hotspot visualization technique," IEEE Transactions on Visualization and Computer Graphics, 12(5): 941-948, 2006. (Pubitemid 44955624)
24. D. Lowe, "Distinctive image features from scale-invariant keypoints," Intern. J. Computer Vision, 60(2):91-110, 2004.
25. R. Maciejewski, I. Woo, W. Chen, and D. Ebert, "Structuring feature space: a non-parametric method for volumetric transfer function generation," IEEE Transactions on Visualization and Computer Graphics, 15(6): 1473-1480, 2009.
26. W.-H. Mai, Y. Wu, M.-Y. Chan, and H. Qu, "Visibility-aware direct volume rendering," Journal of Computer Science and Technology, 26(2): 217-228, 2011.
27. J. Nam, M. Mauer, and K. Mueller, "High dimensional feature descriptors to characterize volumetric data," Knowledge-Assisted Visualization Workshop, 2008.
28. D. Pelleg and A. Moore, "X-means: extending k-means with efficient estimation of the number of clusters," In Proc. of the 17th International Conference on Machine Learning, pages 727-734, 2000.
29. R. Pito, "A solution to the next best view problem for automated surface acquisition," IEEE Trans. of Pattern Analysis and Maching Intelligence, 21(10):1016-1030, 1999. (Pubitemid 129304134)
30. M. Rahoual, R. Hadji, and V. Bachelet, "Parallel ant system for the set covering problem," Lecture Notes in Computer Science, volume 2463, pages 249-297, 2002.
31. Z. Ren, Z. Feng, L. Ke, and Z. Zhang, "New ideas for applying ant colony optimization to the set covering problem," Computers and Industrial Engineering, 58(4):774-784, 2010.
32. W. Scott, G. Roth, and J. Rivest, "View planning for automated threedimensional object reconstruction and inspection," ACM Computing Surveys, 35(1):64-96, 2003. (Pubitemid 44159293)
33. P. Sereda, A. Vilanova, and F. A. Gerritsen, "Automating transfer function design for volume rendering using hierarchical clustering of material boundaries," In Proc. of EuroVis 2006. pages 243-250, 2006.
34. N. Sudarsanam, K. Singh, and C. Grimm, "Non-linear perspective widgets for creating multiple-view images," Symposium on Nonphotorealistic Animation and Rendering, pages 69-79, 2008.
35. S. Takahashi, I. Fujishiro, Y. Takeshima, and T. Nishita, "A featuredriven approach to locating optimal viewpoints for volume visualization," In Proceedings of the IEEE Visualization, pp. 495-502, 2005.
36. P.-P. Vazquez, M. Feixas, M. Sbert, and W. Heidrich, "Viewpoint selection using view entropy," In Proc. of Vision Modeling and Visualization Conference, pages 273-280, 2001.
37. P.-P. Vazquez, M. Feixas, M. Sbert, and W. Heidrich, "Automatic view selection using viewpoint entropy and its application to image-based modeling," Computer Graphics Forum, 22(4):689-700, 2003.
38. I. Viola, A. Kanitsar, and M. E. Gröller, "Importance-driven feature enhancement in volume visualization", IEEE Transactions on Visualization and Computer Graphics, 11(4): 408-418, 2005.
39. L. Wang, Y. Zhao, K. Mueller, and A. E. Kaufman, "The magic volume lens: an interactive focus+context technique for volume rendering," In Proceedings of the IEEE Visualization, pages 367-374, 2005.
40. S. Wenhardt, B. Deutsch, J. Hornegger, H. Niemann, and J. Denzler, "An information theoretic approach for next best view planning in 3-D reconstruction," In Proc. of International Conference on Pattern Recognition, pp.103-106, 2006. (Pubitemid 46531854)
41. Y. Wu, K.-K. Chung, H. Qu, X. Yuan, and S.-C. Cheung, "Interactive visual optimization and analysis for RFID benchmarking," IEEE Transactions on Visualization and Computer Graphics, 15(6): 1335-1342, 2009.
42. R. Zhang, P.-S. Tsai, J. E. Cryer, and M. Shah, "Shape from shading: a survey," IEEE Trans. of Pattern Analysis and Maching Intelligence, 21(8): 690-706, 1999.