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Optimized contrast enhancement for real-time image and video dehazing

Authors
Kim, Jin-HwanJang, Won-DongSim, Jae-YoungKim, Chang-Su
Issue Date
4월-2013
Publisher
ACADEMIC PRESS INC ELSEVIER SCIENCE
Keywords
Image dehazing; Video dehazing; Image restoration; Contrast enhancement; Temporal coherence; Image enhancement; Optimized dehazing; Atmospheric light estimation
Citation
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v.24, no.3, pp.410 - 425
Indexed
SCIE
SCOPUS
Journal Title
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION
Volume
24
Number
3
Start Page
410
End Page
425
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/103584
DOI
10.1016/j.jvcir.2013.02.004
ISSN
1047-3203
Abstract
A fast and optimized dehazing algorithm for hazy images and videos is proposed in this work. Based on the observation that a hazy image exhibits low contrast in general, we restore the hazy image by enhancing its contrast. However, the overcompensation of the degraded contrast may truncate pixel values and cause information loss. Therefore, we formulate a cost function that consists of the contrast term and the information loss term. By minimizing the cost function, the proposed algorithm enhances the contrast and preserves the information optimally. Moreover, we extend the static image dehazing algorithm to real-time video dehazing. We reduce flickering artifacts in a dehazed video sequence by making transmission values temporally coherent. Experimental results show that the proposed algorithm effectively removes haze and is sufficiently fast for real-time dehazing applications. (c) 2013 Elsevier Inc. All rights reserved.
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공과대학 (전기전자공학부)
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