Multi-focus image fusion algorithm based on random features embedding and ensemble learning
文献类型：期刊论文
| 作者 | Zuo, Jinnian1,2; Zhao, Wenhao1,2; Chen, Li1; Li, Jun1; Du, Kai1 ; Xiong, Liang1; Yin, Shaoyun1,2; Wang, Jinyu1,2
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| 刊名 | OPTICS EXPRESS
 |
| 出版日期 | 2022-02-28 |
| 卷号 | 30期号:5页码:8234-8247 |
| ISSN号 | 1094-4087 |
| DOI | 10.1364/OE.452081 |
| 通讯作者 | Wang, Jinyu(jinyu.wang@cigit.ac.cn) |
| 英文摘要 | Multi-focus image fusion algorithm integrates complementary information from multiple source images to obtain an all-in-focus image. Most published methods will create incorrect points in their decision map which have to be refined and polished with post-processing procedure. Aim to address these problems, we present, for the first time, a novel algorithm based on random features embedding (RFE) and ensemble learning which reduced the calculation workload and improved the accuracy without post-processing. We utilize RFE to approximate a kernel function so that Support Vector Machine (SVM) can be applied to large scale data set. With ensemble learning scheme we then eliminate the abnormal points in the decision map. We reduce the risk of entrap into over-fitting predicament and boost the generalization ability by combining RFE and ensemble learning. The theoretical analysis is in consistence with the experimental results. With low computation cost, the proposed algorithm achieve high visual quality as the state-of-the-art(SOTA). (C) 2022 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement |
| 资助项目 | West Light Foundation of the Chinese Academy of Sciences[Y72Z510Y10] ; Instrument Developing Project of the Chinese Academy of Sciences[E028610101] |
| WOS研究方向 | Optics |
| 语种 | 英语 |
| WOS记录号 | WOS:000763174800140 |
| 出版者 | OPTICAL SOC AMER |
| 源URL | [http://119.78.100.138/handle/2HOD01W0/15366]  |
| 专题 | 中国科学院重庆绿色智能技术研究院 |
| 通讯作者 | Wang, Jinyu |
| 作者单位 | 1.Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqin 400714, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zuo, Jinnian,Zhao, Wenhao,Chen, Li,et al. Multi-focus image fusion algorithm based on random features embedding and ensemble learning[J]. OPTICS EXPRESS,2022,30(5):8234-8247. |
| APA | Zuo, Jinnian.,Zhao, Wenhao.,Chen, Li.,Li, Jun.,Du, Kai.,...&Wang, Jinyu.(2022).Multi-focus image fusion algorithm based on random features embedding and ensemble learning.OPTICS EXPRESS,30(5),8234-8247. |
| MLA | Zuo, Jinnian,et al."Multi-focus image fusion algorithm based on random features embedding and ensemble learning".OPTICS EXPRESS 30.5(2022):8234-8247. |
入库方式： OAI收割
来源：重庆绿色智能技术研究院
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