Single image dehazing based on multiscale product prior and application to vision control

被引:12
作者
Kaplan, N. H. [1 ]
Ayten, K. K. [1 ]
Dumlu, A. [1 ]
机构
[1] Erzurum Tech Univ, Dept Elect & Elect Engn, TR-25700 Erzurum, Turkey
关键词
Dehaze; Defog; Multiscale products; FUSION;
D O I
10.1007/s11760-017-1097-4
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a novel dehazing algorithm based on multiscale product (MSP) prior is presented. First, the observed hazy image is decomposed into its approximation and detail subbands by undecimated Laplacian decomposition. Then the MSPs of the approximation subbands for each band of the image are calculated to obtain the MSP prior. This prior keeps the significant information of the image, whereas it is capable of detecting the haze in the image. By the use of this prior and the hazy image model, a fast and robust dehazing algorithm is obtained. The proposed method is compared with commonly used methods. The results demonstrate that the proposed algorithm is better than the former methods. Being a fast and robust algorithm, the proposed method has also been applied to a real-time robotic vision control system.
引用
收藏
页码:1389 / 1396
页数:8
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