首页 | 本学科首页   官方微博 | 高级检索  
     

基于图像融合的自适应水下图像增强
引用本文:颜阳,王颖,丁雪妍,王珏,付先平.基于图像融合的自适应水下图像增强[J].计算机工程与设计,2021,42(1):161-166.
作者姓名:颜阳  王颖  丁雪妍  王珏  付先平
作者单位:大连海事大学信息科学技术学院,辽宁大连116026;大连海事大学信息科学技术学院,辽宁大连116026;大连海事大学信息科学技术学院,辽宁大连116026;大连海事大学信息科学技术学院,辽宁大连116026;大连海事大学信息科学技术学院,辽宁大连116026
基金项目:大连市科技创新基金项目;中央高校基本业务费基金项目;国家自然科学基金项目
摘    要:针对水下图像对比度低及细节模糊的问题,提出一种基于图像融合的自适应水下图像增强方法,实现不同类型水下图像的增强效果。基于颜色校正方法对水下图像进行颜色均衡化预处理;对亮度分量L进行Gamma校正,获得对比度提升的亮度图像;对两个亮度分量进行三层小波分解,提出对分解所得的低频分量及高频分量分别采用线性融合和自适应融合策略进行融合。多尺度融合保证了增强图像细节的丰富性,自适应融合策略体现了融合过程的可控性。实验结果表明,增强的水下图像呈现出高对比度和清晰的细节。

关 键 词:水下图像  颜色校正  Gamma校正  小波分解  自适应融合

Adaptive underwater image enhancement method via image fusion
YAN Yang,WANG Ying,DING Xue-yan,WANG Jue,FU Xian-ping.Adaptive underwater image enhancement method via image fusion[J].Computer Engineering and Design,2021,42(1):161-166.
Authors:YAN Yang  WANG Ying  DING Xue-yan  WANG Jue  FU Xian-ping
Affiliation:(School of Information Science Technology,Dalian Maritime University,Dalian 116026,China)
Abstract:Aiming at the problem that the underwater image is low-contrast and detail blurred,an adaptive underwater image enhancement method based on image fusion was proposed to improve the performance of different types of underwater images.The underwater image was preprocessed using color correction method.The brightness component L was corrected by Gamma correction to obtain the brightness image with enhanced contrast.The two brightness components were processed by three-layer wavelet transform.After decomposition,the low-frequency component and high-frequency component were fused by linear fusion and adaptive fusion,respectively.Multiscale fusion ensures the richness of image details.The adaptive fusion strategy embodies the controllability of the fusion process.Experimental results show that the enhanced underwater image presents high contrast,balanced saturation and brightness.
Keywords:underwater image  color correction  Gamma correction  wavelet decomposition  adaptive fusion
本文献已被 维普 万方数据 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号