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Mathematical Modeling of Textures: Application to Color Image Decomposition with a Projected Gradient Algorithm
- Source :
- Journal of Mathematical Imaging and Vision, Journal of Mathematical Imaging and Vision, Springer Verlag, 2010, 37 (2), pp.232-248, Duval, Vincent; Aujol, Jean-François; & Vese, Luminita A.(2010). Mathematical Modeling of Textures: Application to Color Image Decomposition with a Projected Gradient Algorithm. Journal of Mathematical Imaging and Vision, 37(3), pp 232-248. doi: 10.1007/s10851-010-0203-9. Retrieved from: http://www.escholarship.org/uc/item/6gf0q6fh
- Publisher :
- Springer Nature
-
Abstract
- In this paper, we are interested in texture modeling with functional analysis spaces. We focus on the case of color image processing, and in particular color image decomposition. The problem of image decomposition consists in splitting an original image f into two components u and v. u should contain the geometric information of the original image, while v should be made of the oscillating patterns of f, such as textures. We propose here a scheme based on a projected gradient algorithm to compute the solution of various decomposition models for color images or vector-valued images. We provide a direct convergence proof of the scheme, and we give some analysis on color texture modeling.
- Subjects :
- Statistics and Probability
Color histogram
Computer science
color texture modeling
Artificial Intelligence (incl. Robotics)
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Color balance
Control , Robotics, Mechatronics
010103 numerical & computational mathematics
02 engineering and technology
01 natural sciences
Color image decomposition
Image texture
Modelling and Simulation
0202 electrical engineering, electronic engineering, information engineering
Computer vision
0101 mathematics
Image gradient
ComputingMethodologies_COMPUTERGRAPHICS
Demosaicing
business.industry
Color image
Texture modeling
Binary image
Applied Mathematics
Computer Imaging, Vision, Pattern Recognition and Graphics
Condensed Matter Physics
Color quantization
Color texture modeling
Image Processing and Computer Vision
[INFO.INFO-TI] Computer Science [cs]/Image Processing [eess.IV]
Modeling and Simulation
Projected gradient algorithm
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Computer Science::Computer Vision and Pattern Recognition
Computer Science
projected gradient algorithm
020201 artificial intelligence & image processing
Artificial intelligence
Geometry and Topology
Computer Vision and Pattern Recognition
business
Algorithm
Subjects
Details
- Language :
- English
- ISSN :
- 09249907 and 15737683
- Volume :
- 37
- Issue :
- 3
- Database :
- OpenAIRE
- Journal :
- Journal of Mathematical Imaging and Vision
- Accession number :
- edsair.doi.dedup.....65d8976a40b697b7181e91734eec756d
- Full Text :
- https://doi.org/10.1007/s10851-010-0203-9