ARTÍCULO
TITULO

Underwater Image Restoration via DCP and Yin?Yang Pair Optimization

Kun Yu    
Yufeng Cheng    
Longfei Li    
Kaihua Zhang    
Yanlei Liu and Yufang Liu    

Resumen

Underwater image restoration is a challenging problem because light is attenuated by absorption and scattering in water, which can degrade the underwater image. To restore the underwater image and improve its contrast and color saturation, a novel algorithm based on the underwater dark channel prior is proposed in this paper. First of all, in order to reconstruct the transmission maps of the underwater image, the transmission maps of the blue and green channels are optimized by the proposed first-order and second-order total variational regularization. Then, an adaptive model is proposed to improve the first-order and second-order total variation. Finally, to solve the problem of the excessive attenuation of the red channel, the transmission map of the red channel is compensated by Yin?Yang pair optimization. The simulation results show that the proposed restored algorithm outperforms other approaches in terms of the visual effects, average gradient, spatial frequency, percentage of saturated pixels, underwater color image quality evaluation and evaluation metric.

 Artículos similares

       
 
Chengyang Peng, Shaohua Jin, Gang Bian, Yang Cui and Meina Wang    
The scarcity and difficulty in acquiring Side-scan sonar target images limit the application of deep learning algorithms in Side-scan sonar target detection. At present, there are few amplification methods for Side-scan sonar images, and the amplificatio... ver más

 
Jier Xi and Xiufen Ye    
There are many challenges in using side-scan sonar (SSS) images to detect objects. The challenge of object detection and recognition in sonar data is greater than in optical images due to the sparsity of detectable targets. The complexity of real-world u... ver más

 
Meili Wang, Ye Tian, Shengfa Yang and Pingyi Wang    
This study combined the characteristics of rock mass structure, channel characteristics of main and tributary rivers, and flow conditions in the Three Gorges Reservoir area of the Yangtze River and designed and constructed a three-dimensional granular ro... ver más
Revista: Water

 
Fengxu Guan, Siqi Lu, Haitao Lai and Xue Du    
Underwater optical imaging devices are often affected by the complex underwater environment and the characteristics of the water column, which leads to serious degradation and distortion of the images they capture. Deep learning-based underwater image en... ver más

 
Yu Ning, Yong-Ping Jin, You-Duo Peng and Jian Yan    
Efficient underwater visual environment perception is the key to realizing the autonomous operation of underwater robots. Because of the complex and diverse underwater environment, the underwater images not only have different degrees of color cast but a... ver más