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Automatic specular reflections removal for endoscopic images
- Source :
- SPIE Proceedings.
- Publication Year :
- 2017
- Publisher :
- SPIE, 2017.
-
Abstract
- Endoscopy imaging is utilized to provide a realistic view about the surfaces of organs inside the human body. Owing to the damp internal environment, these surfaces usually have a glossy appearance showing specular reflections. For many computer vision algorithms, the highlights created by specular reflections may become a significant source of error. In this paper, we present a novel method for restoration of the specular reflection regions from a single image. Specular restoration process starts with generating a substitute specular-free image with RPCA method. Then the specular removed image was obtained by taking the binary weighting template of highlight regions as the weighting for merging the original specular image and the substitute image. The modified template was furthermore discussed for the concealment of artificial effects in the edge of specular regions. Experimental results on the removal of the endoscopic image with specular reflections demonstrate the efficiency of the proposed method comparing to the existing methods.
- Subjects :
- Computer science
business.industry
Process (computing)
02 engineering and technology
030218 nuclear medicine & medical imaging
Image (mathematics)
Weighting
03 medical and health sciences
0302 clinical medicine
0202 electrical engineering, electronic engineering, information engineering
Specular highlight
Computer vision algorithms
020201 artificial intelligence & image processing
Computer vision
Specular reflection
Artificial intelligence
Single image
business
Endoscopic image
Subjects
Details
- ISSN :
- 0277786X
- Database :
- OpenAIRE
- Journal :
- SPIE Proceedings
- Accession number :
- edsair.doi...........6aee497db167a796377bae5c0282ef14