项目

一般

简介

Several methods of single image dehazing

<<single image haze removal using dark channel prior>> Kaiming He, Jian Sun, Xiaoou Tang, CVPR 2009.

最早提出并使用Dark Channel Prior, 之后的很多paper是对本方法的改进。

<<Guided Image Filtering>> Kaiming He, Jian Sun, Xiaoou Tang, Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2012.

原作者对上一篇paper,Dark Channel Prior方法提出的改进。最先提出了Guided Filter,速度更快,效果相同。之后的很多paper也会采用guided filter做优化处理。

<<Single image haze removal using content-adaptive dark channel and post enhancement>> Bo Li, Shuhang Wang, Jin Zheng, Liping Zheng.

获取edge information是去雾算法中重要的一步。这篇paper提出了使用双边滤波器来有效获取图像的edge information。

<<Fast Visibility Restoration from a Single Color or Gray Level Image>> Tarel, ICCV 2009. Median filtering.

没有采用dark channel prior。使用median filter。

<<Fast Image dehazing Using guided Joint Bilateral Filter>> Chunxia Xiao, Jiajia Gan.

方法、流程与Tarel的paper相同,但是用bilateral filtering代替了median filtering.

<<Efficient Image Dehazing with Boundary Constraint and Contextual Regularization>> ICCV 2013.

<<Single Image Dehazing>> Fattal, 2008

<<Visibility in Bad Weather from a Single Image>> Tan, 2008. 提高对比度。

基于马尔科夫随机场的方法也有很多,但是我没有这方面的知识,故无法看懂。相关的paper有:

  • <<Markov Random Field Model for Single Image Defogging>> CSVT 2013.
  • <<Single Image Defogging by Multiscale Depth Fusion>> IEEE Transactions on Image Processing, 2014.