Robust Match Fusion Using Optimization | |
Qin, Xiameng1; Shen, Jianbing1; Mao, Xiaoyang2; Li, Xuelong3; Jia, Yunde1 | |
2015-08-01 | |
发表期刊 | IEEE TRANSACTIONS ON CYBERNETICS |
卷号 | 45期号:8页码:1549-1560 |
摘要 | In this paper, we present a novel patch-based match and fusion algorithm by taking account of moving scene in a multiple exposure image sequence using optimization. A uniform iterative approach is developed to match and find the corresponding patches in different exposure images, which are then fused in each iteration. Our approach does not need to align the input multiple exposure images before the fusion process. Considering that the pixel values are affected by various exposure time, we design a new patch-based energy function that will be optimized to improve the matching accuracy. An efficient patch-based exposure fusion approach using the random walker algorithm is developed to preserve the moving objects from the input multiple exposure images. To the best of our knowledge, our algorithm is the first patch-based exposure fusion work to preserve the moving objects of dynamic scenes that does not need the registration process of different exposure images. Experimental results of moving scenes demonstrate that our algorithm achieves visually pleasing fusion results without ghosting artifacts, while the results produced by the state-of-the-art exposure fusion and tone mapping algorithms exhibit different levels of ghosting artifacts. |
文章类型 | Article |
关键词 | Exposure Fusion Moving Scenes Optimization Patch-based Match Random Walker |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TCYB.2014.2355140 |
收录类别 | SCI ; EI |
关键词[WOS] | EXPOSURE FUSION ; TONE REPRODUCTION ; IMAGE FUSION ; VISIBILITY ; STEREO ; SCENES |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:000358213100014 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/25259 |
专题 | 光谱成像技术研究室 |
作者单位 | 1.Beijing Inst Technol, Sch Comp Sci, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China 2.Univ Yamanashi, Interdisciplinary Grad Sch Med & Engn, Kofu, Yamanashi 4000016, Japan 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt Imagery Anal & Learning, Xian 710119, Peoples R China |
推荐引用方式 GB/T 7714 | Qin, Xiameng,Shen, Jianbing,Mao, Xiaoyang,et al. Robust Match Fusion Using Optimization[J]. IEEE TRANSACTIONS ON CYBERNETICS,2015,45(8):1549-1560. |
APA | Qin, Xiameng,Shen, Jianbing,Mao, Xiaoyang,Li, Xuelong,&Jia, Yunde.(2015).Robust Match Fusion Using Optimization.IEEE TRANSACTIONS ON CYBERNETICS,45(8),1549-1560. |
MLA | Qin, Xiameng,et al."Robust Match Fusion Using Optimization".IEEE TRANSACTIONS ON CYBERNETICS 45.8(2015):1549-1560. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Robust Match Fusion (2129KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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