DocumentCode
677421
Title
Fast reconstruction of corrupted images and videos by radial basis functions
Author
Skala, Vaclav
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of West Bohemia, Plzen, Czech Republic
fYear
2013
fDate
25-28 Nov. 2013
Firstpage
267
Lastpage
271
Abstract
This paper presents a novel approach for fast reconstruction of corrupted images and videos. It is expected that corrupted pixels are known and identified. The presented approach is based on a radial basis function interpolation from neighbouring uncorrupted pixels. The proposed algorithm is simple, easy to implement and extensible to higher dimension as well. Algorithm speed-up is mostly due to the inverse RBF matrices, dynamic memory management or GPU cache. An alternative implementation can be based on CPU multithreading giving, according to experiments, similar results as GPU based implementation.
Keywords
image reconstruction; interpolation; matrix algebra; radial basis function networks; storage management; CPU multithreading; GPU cache; algorithm speedup; corrupted images; corrupted videos; dynamic memory management; fast reconstruction; inverse RBF matrices; neighbouring uncorrupted pixels; radial basis function interpolation; Computers; Educational institutions; Graphics processing units; Image reconstruction; Interpolation; Mathematical model; Memory management;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation and Information Sciences (ICCAIS), 2013 International Conference on
Conference_Location
Nha Trang
Print_ISBN
978-1-4799-0569-0
Type
conf
DOI
10.1109/ICCAIS.2013.6720566
Filename
6720566
Link To Document