Multi-exposure Dynamic Image Fusion Based on PatchMatch and Illumination Estimation

被引:0
作者
Fan, Dan [1 ]
Du, Junping [1 ]
Lee, JangMyung [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing Key Lab Intelligent Telecommun Software &, Sch Comp Sci, Beijing 100876, Peoples R China
[2] Pusan Natl Univ, Dept Elect Engn, Busan, South Korea
来源
PROCEEDINGS OF 2016 CHINESE INTELLIGENT SYSTEMS CONFERENCE, VOL I | 2016年 / 404卷
基金
中国国家自然科学基金;
关键词
Image fusion; Dynamic scenes; Patchmatch; Illumination estimation; Multi-exposure;
D O I
10.1007/978-981-10-2338-5_45
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 study, we present a novel image fusion algorithm for multi-exposure dynamic images based on PatchMatch and illumination estimation. To eliminate the ghosting artifacts which often occur in the fusion results of existing exposure fusion methods when there are moving objects in the scenes, the fusion process of our proposed algorithm is as follows. First, we take advantage of the PatchMatch method to align the selected reference image with the other input images and then we fuse these images together based on illumination estimation to obtain the final fusion image. Experimental results demonstrate that our proposed method performs better than the existing fusion methods both in visual effect and objective indicators.
引用
收藏
页码:481 / 491
页数:11
相关论文
共 12 条
[1]  
[Anonymous], 2010, ECCV
[2]  
[Anonymous], IEEE C COMP VIS PATT
[3]  
Chapiro A, 2011, ACM SIGGRAPH 2011 PO
[4]   Fast Multi-exposure Image Fusion with Median Filter and Recursive Filter [J].
Li, Shutao ;
Kang, Xudong .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2012, 58 (02) :626-632
[5]   Selectively Detail-Enhanced Fusion of Differently Exposed Images With Moving Objects [J].
Li, Zhengguo ;
Zheng, Jinghong ;
Zhu, Zijian ;
Wu, Shiqian .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (10) :4372-4382
[6]   Exposure Fusion: A Simple and Practical Alternative to High Dynamic Range Photography [J].
Mertens, T. ;
Kautz, J. ;
Van Reeth, F. .
COMPUTER GRAPHICS FORUM, 2009, 28 (01) :161-171
[7]  
Shaked D, 2002, ROBUST RECURSIVE ENV
[8]   Generalized Random Walks for Fusion of Multi-Exposure Images [J].
Shen, Rui ;
Cheng, Irene ;
Shi, Jianbo ;
Basu, Anup .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (12) :3634-3646
[9]   Probabilistic Exposure Fusion [J].
Song, Mingli ;
Tao, Dacheng ;
Chen, Chun ;
Bu, Jiajun ;
Luo, Jiebo ;
Zhang, Chengqi .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (01) :341-357
[10]  
Vonikakis V, 2007, P PAC GRAPH