Visualization of Multivariate Data on Surfaces

  • Allan Rocha UCalgary
  • Usman Alim UCalgary
  • Mario Costa Sousa UCalgary

Resumo


This research builds upon ideas introduced and discussed many years ago that focus on the problem of visualizing multiple attributes on surfaces in a single view. Here we present a new perspective to this problem as well as a solution that allows us to design, visualize and interact with multivariate data on surfaces. Building upon multidisciplinary aspects, we present a new way to visualize multivariate data on surfaces by exploiting the concept of layering. First, we introduce a new real-time rendering technique and the concept of Decal-Maps, which fills a gap in the literature and allow us to create 2D visual representations such as glyphs that follow the surface geometry. Building on this technique, we propose the layering framework to facilitate the multivariate visualization design on surfaces. The use of this concept and framework allows us to connect and generalize concepts established in flat space, such as 2D maps, to arbitrary surfaces. Decal-maps opens up other new possibilities such as the use of interaction techniques. Here we demonstrate this potential by introducing a new interaction technique that allows us to explore multivariate data and to create customized focus+context visualizations on surfaces. This is achieved by introducing a new category of lenses, Decal-Lenses, which extends the concept of magic-lenses from flat space to general surfaces. Finally, this thesis showcases the process of multivariate visual design and data exploration through a series of examples from several domains such as Medicine and Geology.

Referências

A. Rocha, "Visualization of multivariate data on surfaces," Ph.D. dis- sertation, University of Calgary, 2019.

R. Fuchs and H. Hauser, "Visualization of multi-variate scientific data," in Computer Graphics Forum, vol. 28. Wiley Online Library, 2009, pp. 1670–1690.

J. Kehrer and H. Hauser, "Visualization and visual analysis of multi- faceted scientific data: A survey," IEEE Transactions on Visualization and Computer Graphics, vol. 19, no. 3, pp. 495–513, 2013.

I. Viola and T. Isenberg, "Pondering the concept of abstraction in (illustrative) visualization," IEEE Transactions on Visualization and Computer Graphics, vol. 24, no. 9, pp. 2573–2588, Sept 2018.

R. A. Crawfis and M. J. Allison, "A scientific visualization synthesizer," in Proc. of Vis. IEEE, 1991, pp. 262–267.

R. Taylor, "Visualizing multiple fields on the same surface," IEEE Computer Graphics and Applications, vol. 22, no. 3, pp. 6–10, 2002.

J. J. van Wijk, "Spot noise texture synthesis for data visualization," in Proceedings of the 18th Annual Conference on Computer Graphics and Interactive Techniques, ser. SIGGRAPH ’91. New York, NY, USA: ACM, 1991, pp. 309–318. [Online]. Available: http://doi.acm.org/10.1145/122718.122751

R. M. Kirby, H. Marmanis, and D. H. Laidlaw, "Visualizing multivalued data from 2d incompressible flows using concepts from painting," in Proc. of Vis. [Online]. Available: IEEE, 1999, pp. 333–340. http://dl.acm.org/citation.cfm?id=319351.319429

Julie Guyot, http://www.julieguyotstudio.com/, 2019, Online; accessed 18-Feb-2019.

P. Wandless, Image Transfer on Clay: Screen, Relief, Decal & Lark [Online]. Available: https://books.google.ca/books?id= Monoprint Techniques, ser. A Lark Ceramics Book Series. Books, 2006. yihUAAAAMAAJ

H. K. Pedersen, "Decorating implicit surfaces," in Proceedings of the 22nd annual conference on Computer graphics and interactive techniques. ACM, 1995, pp. 291–300.

R. Schmidt, C. Grimm, and B. Wyvill, "Interactive decal compositing with discrete exponential maps," ACM Transactions on Graphics (TOG), vol. 25, no. 3, pp. 605–613, 2006.

A. Rocha, U. Alim, J. D. Silva, and M. C. Sousa, "Decal-maps: Real- time layering of decals on surfaces for multivariate visualization," IEEE Transactions of Visualization and Computer Graphics, vol. 1, 2017.

C. Ware, Information visualization: perception for design. Elsevier, 2013.

Lyons and Plisga, Standard Handbook of Petroleum and Natural [Online]. Available: Gas Engineering. https://books.google.ca/books?id=h-DRjBCI08QC Elsevier Science, 2011.

M. Corsini, P. Cignoni, and R. Scopigno, "Efficient and flexible sampling with blue noise properties of triangular meshes," IEEE TVCG, vol. 18, no. 6, pp. 914–924, 2012.

B. Shneiderman, "The eyes have it: A task by data type taxonomy for information visualizations," in Visual Languages, 1996. Proceedings., IEEE Symposium on. IEEE, 1996, pp. 336–343.

E. A. Bier, M. C. Stone, K. Pier, W. Buxton, and T. D. DeRose, "Toolglass and magic lenses: the see-through interface," in SIGGRAPH ’93. ACM, 1993, pp. 73–80.

C. Tominski, S. Gladisch, U. Kister, R. Dachselt, and H. Schumann, "Interactive lenses for visualization: An extended survey," in Computer Graphics Forum, 2016.

A. Rocha, J. D. Silva, U. R. Alim, S. Carpendale, and M. C. Sousa, "Decal-lenses: Interactive lenses on surfaces for multivariate visualiza- tion," IEEE Transactions on Visualization and Computer Graphics, vol. to appear, pp. 1–1, 2018.

A. Mahdavi-Amiri, T. Alderson, and F. Samavati, "A survey of digital earth," C&G, vol. 53, pp. 95–117, 2015.

A. Rocha, J. D. Silva, U. Alim, and M. C. Sousa, "Multivariate Visualization of Oceanography Data Using Decals," in EnvirVis. The Eurographics Association, 2017, pp. 31–35.

A. Rocha, R. C. R. Mota, H. Hamdi, U. R. Alim, and M. C. Sousa, "Illustrative multivariate visualization for geological modelling," CGF, vol. 37, no. 3, 2018.
Publicado
07/11/2020
Como Citar

Selecione um Formato
ROCHA, Allan; ALIM, Usman; SOUSA, Mario Costa. Visualization of Multivariate Data on Surfaces. In: WORKSHOP DE TESES E DISSERTAÇÕES - CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES (SIBGRAPI), 33. , 2020, Evento Online. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2020 . p. 133-138. DOI: https://doi.org/10.5753/sibgrapi.est.2020.12995.