Graphs in Scientific Visualization: A Survey

in Computer Graphics Forum; 36, 1; 263-287; Computer Graphics Forum
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Abstract

Graphs represent general node‐link diagrams and have long been utilized in scientific visualization for data organization and management. However, using graphs as a visual representation and interface for navigating and exploring scientific data sets has a much shorter history, yet the amount of work along this direction is clearly on the rise in recent years. In this paper, we take a holistic perspective and survey graph‐based representations and techniques for scientific visualization. Specifically, we classify these representations and techniques into four categories, namely partition‐wise, relationship‐wise, structure‐wise and provenance‐wise. We survey related publications in each category, explaining the roles of graphs in related work and highlighting their similarities and differences. At the end, we reexamine these related publications following the graph‐based visualization pipeline. We also point out research trends and remaining challenges in graph‐based representations and techniques for scientific visualization.Graphs represent general node‐link diagrams and have long been utilized in scientific visualization for data organization and management. However, using graphs as a visual representation and interface for navigating and exploring scientific data sets has a much shorter history, yet the amount of work along this direction is clearly on the rise in recent years. In this paper, we take a holistic perspective and survey graph‐based representations and techniques for scientific visualization.


Table of contents – Volume 36, Issue 1

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1
Issue Information
| 2017
5
Editorial
Chen, Min / Richard,   | 2017
6
Digital Fabrication Techniques for Cultural Heritage: A Survey
Scopigno, R. / Cignoni, P. / Pietroni, N. / Callieri, M. / Dellepiane, M. | 2017
22
Sparse GPU Voxelization of Yarn‐Level Cloth
Lopez‐Moreno, Jorge / Miraut, David / Cirio, Gabriel / Otaduy, Miguel A. | 2017
35
Inversion Fractals and Iteration Processes in the Generation of Aesthetic Patterns
Gdawiec, K. | 2017
46
A Survey of Visualization for Live Cell Imaging
Pretorius, A. J. / Khan, I. A. / Errington, R. J. | 2016
64
Synthesizing Ornamental Typefaces
Zhang, Junsong / Wang, Yu / Xiao, Weiyi / Luo, Zhenshan | 2017
76
Discovering Structured Variations Via Template Matching
Ceylan, Duygu / Dang, Minh / Mitra, Niloy J. / Neubert, Boris / Pauly, Mark | 2017
89
Predicting Visual Perception of Material Structure in Virtual Environments
Filip, J. / Vávra, R. / Havlíček, M. / Krupička, M. | 2017
101
Data‐Driven Shape Analysis and Processing
Xu, Kai / Kim, Vladimir G. / Huang, Qixing / Kalogerakis, Evangelos | 2017
133
A Taxonomy and Survey of Dynamic Graph Visualization
Beck, Fabian / Burch, Michael / Diehl, Stephan / Weiskopf, Daniel | 2017
160
Visualization and Quantification for Interactive Analysis of Neural Connectivity in Drosophila
Swoboda, N. / Moosburner, J. / Bruckner, S. / Yu, J. Y. / Dickson, B. J. / Bühler, K. | 2017
172
Multi-Modal Perception for Selective Rendering
Harvey, Carlo / Debattista, Kurt / Bashford-Rogers, Thomas / Chalmers, Alan | 2017
184
Accurate and Efficient Computation of Laplacian Spectral Distances and Kernels
Patané, Giuseppe | 2017
197
Towards Globally Optimal Normal Orientations for Large Point Clouds
Schertler, Nico / Savchynskyy, Bogdan / Gumhold, Stefan | 2016
209
Consistent Partial Matching of Shape Collections via Sparse Modeling
Cosmo, L. / Rodolà, E. / Albarelli, A. / Mémoli, F. / Cremers, D. | 2016
222
Partial Functional Correspondence
Rodolà, E. / Cosmo, L. / Bronstein, M. M. / Torsello, A. / Cremers, D. | 2016
237
Constructive Visual Analytics for Text Similarity Detection
Abdul‐Rahman, A. / Roe, G. / Olsen, M. / Gladstone, C. / Whaling, R. / Cronk, N. / Morrissey, R. / Chen, M. | 2016
249
Output-Sensitive Filtering of Streaming Volume Data
Solteszova, Veronika / Birkeland, Åsmund / Stoppel, Sergej / Viola, Ivan / Bruckner, Stefan | 2017
263
Graphs in Scientific Visualization: A Survey
Wang, Chaoli / Tao, Jun | 2017
288
Constrained Convex Space Partition for Ray Tracing in Architectural Environments
Maria, M. / Horna, S. / Aveneau, L. | 2016
301
A Survey of Surface Reconstruction from Point Clouds
Berger, Matthew / Tagliasacchi, Andrea / Seversky, Lee M. / Alliez, Pierre / Guennebaud, Gaël / Levine, Joshua A. / Sharf, Andrei / Silva, Claudio T. | 2016
330
Synthesis of Human Skin Pigmentation Disorders
Barros, R. S. / Walter, M. | 2017
345
2017 Cover Image: Mixing Bowl
Marra, Alessia / Nitti, Maurizio / Papas, Marios / Müller, Thomas / Gross, Markus / Jarosz, Wojciech / ovák, Jan | 2017

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