Document Detail


Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition.
MedLine Citation:
PMID:  22167628     Owner:  NLM     Status:  Publisher    
Abstract/OtherAbstract:
Rain removal from a video is a challenging problem and has been recently investigated extensively. Nevertheless, the problem of rain removal from a single image was rarely studied in the literature, where no temporal information among successive images can be exploited, making the problem very challenging. In this paper, we propose a single-image-based rain removal framework via properly formulating rain removal as an image decomposition problem based on morphological component analysis (MCA). Instead of directly applying conventional image decomposition technique, the proposed method first decomposes an image into the low-frequency and high-frequency parts using a bilateral filter. The high-frequency part is then decomposed into a rain component and a non-rain component by performing dictionary learning and sparse coding. As a result, the rain component can be successfully removed from the image while preserving most original image details. Experimental results demonstrate the efficacy of the proposed algorithm.
Authors:
L Kang; C Lin; Y Fu
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Publication Detail:
Type:  JOURNAL ARTICLE     Date:  2011-12-09
Journal Detail:
Title:  IEEE transactions on image processing : a publication of the IEEE Signal Processing Society     Volume:  -     ISSN:  1941-0042     ISO Abbreviation:  -     Publication Date:  2011 Dec 
Date Detail:
Created Date:  2011-12-14     Completed Date:  -     Revised Date:  -    
Medline Journal Info:
Nlm Unique ID:  9886191     Medline TA:  IEEE Trans Image Process     Country:  -    
Other Details:
Languages:  ENG     Pagination:  -     Citation Subset:  -    
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