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[Untitled]
- Source :
- International Journal of Computer Vision. 39:111-129
- Publication Year :
- 2000
- Publisher :
- Springer Science and Business Media LLC, 2000.
-
Abstract
- We extend the geometric framework introduced in Sochen et al. (IEEE Trans. on Image Processing, 7(3):310–318, 1998) for image enhancement. We analyze and propose enhancement techniques that selectively smooth images while preserving either the multi-channel edges or the orientation-dependent texture features in them. Images are treated as manifolds in a feature-space. This geometrical interpretation lead to a general way for grey level, color, movies, volumetric medical data, and color-texture image enhancement. We first review our framework in which the Polyakov action from high-energy physics is used to develop a minimization procedure through a geometric flow for images. Here we show that the geometric flow, based on manifold volume minimization, yields a novel enhancement procedure for color images. We apply the geometric framework and the general Beltrami flow to feature-preserving denoising of images in various spaces. Next, we introduce a new method for color and texture enhancement. Motivated by Gabor's geometric image sharpening method (Gabor, Laboratory Investigation, 14(6):801–807, 1965), we present a geometric sharpening procedure for color images with texture. It is based on inverse diffusion across the multi-channel edge, and diffusion along the edge.
- Subjects :
- Color histogram
business.industry
Pattern recognition
Image processing
Geometric flow
Sharpening
Texture (geology)
Manifold
Scale space
Image texture
Artificial Intelligence
Computer Science::Computer Vision and Pattern Recognition
Computer vision
Computer Vision and Pattern Recognition
Artificial intelligence
business
Software
Mathematics
Subjects
Details
- ISSN :
- 09205691
- Volume :
- 39
- Database :
- OpenAIRE
- Journal :
- International Journal of Computer Vision
- Accession number :
- edsair.doi...........5fe1a0e7c0a9f5cbb78dbafe7525bc15