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Merge-and-simplify operation for compact combinatorial pyramid definition
- Source :
- Pattern Recognition Letters, Pattern Recognition Letters, Elsevier, 2020, 129, pp.48-55. ⟨10.1016/j.patrec.2019.11.009⟩
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- International audience; Image pyramids are employed for years in digital image processing. They permit to store and use different scales/levels of details of an image. To represent all the topological information of the different levels, combinatorial pyramids have proved having many interests. But, when using an explicit representation, one drawback of this structure is the memory space required to store such a pyramid. In this paper, this drawback is solved by defining a compact version of combinatorial pyramids. This definition is based on the definition of a new operation, called "merge-and-simplify", which simultaneously merges regions and simplifies their boundaries. Our experiments show that the memory space of our solution is much smaller than the one of the original version. Moreover, the computation time of our solution is faster, because there are less levels in our pyramid than in the original one.
- Subjects :
- Hierarchical image representation
Computer science
[INFO.INFO-DS]Computer Science [cs]/Data Structures and Algorithms [cs.DS]
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Structure (category theory)
02 engineering and technology
Space (mathematics)
01 natural sciences
Image (mathematics)
Combinatorial pyramids
Artificial Intelligence
0103 physical sciences
Pyramid
Digital image processing
0202 electrical engineering, electronic engineering, information engineering
[INFO]Computer Science [cs]
010306 general physics
Representation (mathematics)
2D combinatorial map
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Computer Science::Computer Vision and Pattern Recognition
Signal Processing
020201 artificial intelligence & image processing
Computer Vision and Pattern Recognition
Algorithm
Software
Merge (linguistics)
Subjects
Details
- ISSN :
- 01678655
- Volume :
- 129
- Database :
- OpenAIRE
- Journal :
- Pattern Recognition Letters
- Accession number :
- edsair.doi.dedup.....14ee36312c0efc71c82d75a4eb8b121d
- Full Text :
- https://doi.org/10.1016/j.patrec.2019.11.009