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Published on: September 28, 2018
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Rectangular partition for n-dimensional images with arbitrarily shaped rectilinear objects
1Centria University of Applied Sciences, Vierimaantie 7, 84100, Ylivieska, Finland.
Heliyon
|September 4, 2024
Summary
This study introduces three efficient algorithms for partitioning complex rectilinear shapes into rectangular components. These methods offer a 100% success rate for geometric decomposition, crucial for data analysis and manipulation.
Area of Science:
- Computational Geometry
- Computer Science
Background:
- Polygon partitioning is essential for efficient data handling in diverse scientific and artistic fields.
- Decomposition into rectangular components aids analysis, manipulation, and retrieval.
Purpose of the Study:
- To present novel, simple algorithms for decomposing n-dimensional rectilinear shapes into non-overlapping rectangular sub-objects.
- To evaluate the efficiency and success rate of these decomposition methods.
Main Methods:
- Developed three distinct algorithms for rectilinear shape decomposition.
- Tested algorithms on 13 binary images across 1-4 dimensions, including shapes with holes.
- Randomized starting points for decomposition and conducted 5 test runs per image.
Main Results:
- All three proposed methods achieved a 100% success rate in decomposing rectilinear shapes.
- Two methods completed decomposition in under 40 milliseconds, while the third took approximately 11 seconds.
- Successfully divided n-dimensional rectilinear shapes, including those with holes, into rectangular components.
Conclusions:
- The presented algorithms effectively partition n-dimensional rectilinear shapes into rectangular components.
- The methods are robust, handling complex shapes and achieving high efficiency, particularly for two of the algorithms.
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