Removal of rain from images by means of digital filters and camera obscuration techniques

M. Ing. (Mechanical Engineering) === This research aims at identifying techniques which can be used to remove rain from a digitized rain distorted image. The research commenced with computer implemented rain removal techniques but also lead to camera obscuration techniques. Camera rain obscuration t...

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Bibliographic Details
Main Author: Coetzee, Willie
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/10210/11524
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spelling ndltd-netd.ac.za-oai-union.ndltd.org-uj-uj-118012017-09-16T04:02:27ZRemoval of rain from images by means of digital filters and camera obscuration techniquesCoetzee, WillieImage processing - Digital techniquesM. Ing. (Mechanical Engineering)This research aims at identifying techniques which can be used to remove rain from a digitized rain distorted image. The research commenced with computer implemented rain removal techniques but also lead to camera obscuration techniques. Camera rain obscuration technique: Before a rainy scene is digitized, rain can be removed from the projected image by the correct selection of camera aperture and shutter speed settings. These settings will determine the way the real image is transformed through the lens and onto the recording plane. Computer image restoration technique: Rain removal after digitization is performed in both the frequency and the spatial domain by means of two dimensional image processing and filtering techniques. Time consuming frequency domain techniques were replaced by equivalent convolutional techniques. Experiments on simulated and real scenes corrupted with rain indicated that it is possible to improve the image appearance with only a marginal decrease in signal to noise ratio.2014-07-23Thesisuj:11801http://hdl.handle.net/10210/11524University of Johannesburg
collection NDLTD
sources NDLTD
topic Image processing - Digital techniques
spellingShingle Image processing - Digital techniques
Coetzee, Willie
Removal of rain from images by means of digital filters and camera obscuration techniques
description M. Ing. (Mechanical Engineering) === This research aims at identifying techniques which can be used to remove rain from a digitized rain distorted image. The research commenced with computer implemented rain removal techniques but also lead to camera obscuration techniques. Camera rain obscuration technique: Before a rainy scene is digitized, rain can be removed from the projected image by the correct selection of camera aperture and shutter speed settings. These settings will determine the way the real image is transformed through the lens and onto the recording plane. Computer image restoration technique: Rain removal after digitization is performed in both the frequency and the spatial domain by means of two dimensional image processing and filtering techniques. Time consuming frequency domain techniques were replaced by equivalent convolutional techniques. Experiments on simulated and real scenes corrupted with rain indicated that it is possible to improve the image appearance with only a marginal decrease in signal to noise ratio.
author Coetzee, Willie
author_facet Coetzee, Willie
author_sort Coetzee, Willie
title Removal of rain from images by means of digital filters and camera obscuration techniques
title_short Removal of rain from images by means of digital filters and camera obscuration techniques
title_full Removal of rain from images by means of digital filters and camera obscuration techniques
title_fullStr Removal of rain from images by means of digital filters and camera obscuration techniques
title_full_unstemmed Removal of rain from images by means of digital filters and camera obscuration techniques
title_sort removal of rain from images by means of digital filters and camera obscuration techniques
publishDate 2014
url http://hdl.handle.net/10210/11524
work_keys_str_mv AT coetzeewillie removalofrainfromimagesbymeansofdigitalfiltersandcameraobscurationtechniques
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