A Novel Edit Propagation Algorithm via L0 Gradient Minimization

被引:0
|
作者
Guo, Zhenyuan [1 ]
Wang, Haoqian [1 ]
Li, Kai [1 ,2 ]
Zhang, Yongbing [1 ]
Wang, Xingzheng [1 ]
Dai, Qionghai [1 ,2 ]
机构
[1] Tsinghua Univ, Grad Sch Shenzhen, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
Edit propagation; L-0 gradient minimization; Recoloring; Tonal adjustment; IMAGE;
D O I
10.1007/978-3-319-24075-6_39
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 study how to perform edit propagation using L-0 gradient minimization. Existing propagation methods only take simple constraints into consideration and neglects image structure information. We propose a new optimization framework making use of L-0 gradient minimization, which can globally satisfy user-specified edits as well as tackle counts of non-zero gradients. In this process, a modified affinity matrix approximation method which efficiently reduces randomness is raised. We introduce a self-adaptive re-parameterization way to control the counts based on both original image and user inputs. Our approach is demonstrated by image recoloring and tonal values adjustments. Numerous experiments show that our method can significantly improve edit propagation via L-0 gradient minimization.
引用
收藏
页码:402 / 410
页数:9
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