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李庆忠, 赵峂, 牛炯. 低照度图像自适应颜色校正与对比度增强算法[J]. 计算机辅助设计与图形学学报, 2019, 31(12): 2121-2128. DOI: 10.3724/SP.J.1089.2019.17800
引用本文: 李庆忠, 赵峂, 牛炯. 低照度图像自适应颜色校正与对比度增强算法[J]. 计算机辅助设计与图形学学报, 2019, 31(12): 2121-2128. DOI: 10.3724/SP.J.1089.2019.17800
Li Qingzhong, Zhao Tong, Niu Jiong. Adaptive Color Correction and Contrast Enhancement Algorithm for Low Illumination Images[J]. Journal of Computer-Aided Design & Computer Graphics, 2019, 31(12): 2121-2128. DOI: 10.3724/SP.J.1089.2019.17800
Citation: Li Qingzhong, Zhao Tong, Niu Jiong. Adaptive Color Correction and Contrast Enhancement Algorithm for Low Illumination Images[J]. Journal of Computer-Aided Design & Computer Graphics, 2019, 31(12): 2121-2128. DOI: 10.3724/SP.J.1089.2019.17800

低照度图像自适应颜色校正与对比度增强算法

Adaptive Color Correction and Contrast Enhancement Algorithm for Low Illumination Images

  • 摘要: 光照变化会造成图像颜色失真和清晰度的下降,为了使计算机视觉系统具有颜色恒常感知功能,提出了一种基于极限学习机和杜鹃搜索算法的图像颜色校正与对比度增强算法.首先对于输入图像,提取该图像的17维特征向量,并利用训练好的极限学习机神经网络自适应地选择适合该图像的最佳颜色恒常算法,并进行相应的颜色校正;然后,针对图像的亮度分量,利用杜鹃搜索算法自动确定亮度增强函数的最优参数,并进行相应的对比度增强.基于Funt数据集的实验结果表明,文中算法不仅能有效地完成图像颜色校正,还能自适应地提高图像的信息量和对比度,获得图像颜色和对比度的综合最佳视觉质量.

     

    Abstract: Illumination changes will cause color distortion and contrast reduction of images.In order to make computer vision system have constant color sensing function,this paper presents a color correction and contrast enhancement algorithm based on extreme learning machine(ELM)and cuckoo search algorithm.Firstly,using a 17 dimensional feature vector extracted from an input image as the input of a trained ELM,it selected the optimal type of the optimal color constancy algorithm based on the trained ELM adaptively,and then it corrected the color of the image by the selected color constancy algorithm.Secondly,it used the Cuckoo search algorithm to select the optimal parameters of brightness enhancement function for the light intensity component of the image,and then it enhanced the light intensity image by the corresponding enhancement function.The experimental results based on a large benchmark dataset named Funt show that the proposed algorithm can not only correct the color of an image effectively,but also enhance the information and contrast of the image adaptively,thereby obtaining the optimal visual pleasing effect of the image both in color and in resolution.

     

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