Shadow Remover: Image Shadow Removal Based on Illumination Recovering Optimization

被引:120
|
作者
Zhang, Ling [1 ]
Zhang, Qing [1 ]
Xiao, Chunxia [1 ]
机构
[1] Wuhan Univ, Sch Comp, Wuhan 430072, Peoples R China
基金
中国国家自然科学基金;
关键词
Shadow detection; shadow removal; shadow matting; patch matching; aerial images;
D O I
10.1109/TIP.2015.2465159
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a novel shadow removal system for single natural images as well as color aerial images using an illumination recovering optimization method. We first adaptively decompose the input image into overlapped patches according to the shadow distribution. Then, by building the correspondence between the shadow patch and the lit patch based on texture similarity, we construct an optimized illumination recovering operator, which effectively removes the shadows and recovers the texture detail under the shadow patches. Based on coherent optimization processing among the neighboring patches, we finally produce high-quality shadow-free results with consistent illumination. Our shadow removal system is simple and effective, and can process shadow images with rich texture types and nonuniform shadows. The illumination of shadow-free results is consistent with that of surrounding environment. We further present several shadow editing applications to illustrate the versatility of the proposed method.
引用
收藏
页码:4623 / 4636
页数:14
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