Cited by 592Computer Graphics and Visualization TechniquesComputational Geometry and Mesh GenerationSimulation and Modeling Applications

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ROAMing terrain: Real-time Optimally Adapting Meshes

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Duchaineau, M., Wolinsky, M., Sigeti, D.E., Miller, M.C., Aldrich, C., Mineev-Weinstein, M.B.·2002·Proceedings. Visualization '97 (Cat. No. 97CB36155)

Abstract

Terrain visualization is a difficult problem for applications requiring accurate images of large datasets at high frame rates, such as flight simulation and ground-based aircraft testing using synthetic sensor simulation. On current graphics hardware, the problem is to maintain dynamic, view-dependent triangle meshes and texture maps that produce good images at the required frame rate. We present an algorithm for constructing triangle meshes that optimizes flexible view-dependent error metrics, produces guaranteed error bounds, achieves specified triangle counts directly and uses frame-to-frame coherence to operate at high frame rates for thousands of triangles per frame. Our method, dubbed Real-time Optimally Adapting Meshes (ROAM), uses two priority queues to drive split and merge operations that maintain continuous triangulations built from pre-processed bintree triangles. We introduce two additional performance optimizations: incremental triangle stripping and priority-computation deferral lists. ROAM's execution time is proportional to the number of triangle changes per frame, which is typically a few percent of the output mesh size; hence ROAM's performance is insensitive to the resolution and extent of the input terrain. Dynamic terrain and simple vertex morphing are supported.

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References 25 · Cited by 592

Research works printed but not linked: 19

  1. 10.1145/258734.258843 · DOI
  2. 10.1145/237170.237217 · DOI
  3. miller, 1995, Multiscale Compression of Digital Terrain Data to meet Real Time Rendering Rate Constraints
  4. samet, 1990, Applications of Spatial Data Structures
  5. 10.1145/142920.134010 · DOI
  6. 10.1109/VISUAL.1995.480813 · DOI
  7. staadt, 1995, Fast multiresolution surface meshing, Proc Visualization ?95, 135
  8. willis, 1996, A method for continuous adaptive terrain, Proceedings of the IMAGE V Conference
  9. 10.1109/2945.597799 · DOI
  10. 10.1109/VISUAL.1996.568126 · DOI
  11. 10.1145/218380.218440 · DOI
  12. 10.1109/VISUAL.1996.567600 · DOI
  13. 10.1145/965103.807444 · DOI
  14. 10.1109/VISUAL.1996.568125 · DOI
  15. heckbert, 1994, Multiresolution modeling for fast rendering, Proc Graphics Interface ?94, 43
  16. 10.1145/166117.166149 · DOI
  17. 10.1145/237170.237220 · DOI
  18. 10.1145/360349.360354 · DOI
  19. 10.1145/237170.237216 · DOI

Metadata

Authors
Duchaineau, M., Wolinsky, M., Sigeti, D. E., Miller, M. C., Aldrich, C., & Mineev-Weinstein, M. B.
Affiliations
  • Lawrence Livermore National Laboratory (US)
  • Los Alamos National Laboratory (US)
Venue
Proceedings. Visualization '97 (Cat. No. 97CB36155)
Publisher
IEEE
Published
2002-11-23
Pages
81-88
ISSN
1070-2385 (ISSN-L)
OpenAlex
W2532506824
Cited by
592
References
25
Citations by year
2025: 1 · 2022: 3 · 2021: 4 · 2020: 1 · 2019: 3 · 2018: 9 · 2017: 5 · 2016: 6 · 2015: 10 · 2014: 16 · 2013: 15 · 2012: 34
FWCI
33.85
Type
conference paper
Language
en
Open access
Locations
  • Visualization (publishedVersion)
  • OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
  • University of North Texas Digital Library (University of North Texas) (submittedVersion)
Funders
  • U.S. Department of Energy (W-7405-ENG-36)
  • Purdue University
  • U.S. Navy
  • Lawrence Livermore National Laboratory
  • Los Alamos National Laboratory (W‐7405‐ENG‐36)
Topics
  • Physical Sciences › Computer Science › Computer Graphics and Computer-Aided Design › Computer Graphics and Visualization Techniques
  • Physical Sciences › Computer Science › Computer Graphics and Computer-Aided Design › Computational Geometry and Mesh Generation
  • Physical Sciences › Engineering › Control and Systems Engineering › Simulation and Modeling Applications
Keywords
terrain visualization, ROAM, error bounds, frame-to-frame coherence, priority queues, flight simulation

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Duchaineau, M., Wolinsky, M., Sigeti, D. E., Miller, M. C., Aldrich, C., & Mineev-Weinstein, M. B. (2002). ROAMing terrain: Real-time Optimally Adapting Meshes. Proceedings. Visualization '97 (Cat. No. 97CB36155). https://doi.org/10.1109/visual.1997.663860