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Isodiamond hierarchies: an efficient multiresolution representation for isosurfaces and interval volumes.
Kenneth Weiss1, Leila De Floriani
1Department of Computer Science, University of Maryland, College Park, MD 20910, USA. kweiss@cs.umd.edu
This study introduces two novel multiresolution models, relevant and minimal isodiamond hierarchies, for efficient isosurface and interval volume representation. These models significantly reduce memory usage and speed up queries compared to existing methods.
Area of Science:
- Computer Graphics
- Scientific Visualization
- Data Structures
Background:
- Increasing volume data sizes necessitate efficient multiresolution representations.
- Existing methods struggle to balance data size and processing speed.
- Hierarchical data structures are crucial for managing large datasets.
Purpose of the Study:
- To propose two new multiresolution models for isosurfaces and interval volumes.
- To leverage a hierarchy of diamonds for efficient data representation.
- To enhance geometric and topological information for improved data encoding.
Main Methods:
- Developed two multiresolution models: relevant isodiamond hierarchy and minimal isodiamond hierarchy.
- Utilized a hierarchy of diamonds (tetrahedral clusters) for data representation.
- Enhanced isodiamonds with geometric and topological information.
Main Results:
- Both models offer reduced memory requirements and faster selective refinement queries compared to the original scalar field.
- Minimal isodiamond hierarchies provide superior memory efficiency by encoding only intersected isodiamonds.
- Isodiamond hierarchies demonstrate significant compactness compared to full-resolution mesh representations.
Conclusions:
- Isodiamond hierarchies provide a compact and efficient method for representing isosurfaces and interval volumes.
- The minimal isodiamond hierarchy offers the most memory-efficient solution.
- These models are suitable for applications where dynamic isovalue modification is not required.
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