Optimized contrast enhancement for real-time image and video dehazing

被引:521
作者
Kim, Jin-Hwan [1 ]
Jang, Won-Dong [1 ]
Sim, Jae-Young [2 ]
Kim, Chang-Su [1 ]
机构
[1] Korea Univ, Sch Elect Engn, Seoul, South Korea
[2] Ulsan Natl Inst Sci & Technol, Sch Elect & Comp Engn, Ulsan, South Korea
基金
新加坡国家研究基金会;
关键词
Image dehazing; Video dehazing; Image restoration; Contrast enhancement; Temporal coherence; Image enhancement; Optimized dehazing; Atmospheric light estimation;
D O I
10.1016/j.jvcir.2013.02.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:410 / 425
页数:16
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