Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Rrg-gan restoring network for simple lens imaging system | |
X. Wu; J. Li; G. Zhou; B. Lu; Q. Li and H. Yang | |
2021 | |
发表期刊 | Sensors |
ISSN | 14248220 |
卷号 | 21期号:10 |
摘要 | The simple lens computational imaging method provides an alternative way to achieve high-quality photography. It simplifies the design of the optical-front-end to a single-convex-lens and delivers the correction of optical aberration to a dedicated computational restoring algorithm. Traditional single-convex-lens image restoration is based on optimization theory, which has some shortcomings in efficiency and efficacy. In this paper, we propose a novel Recursive Residual Groups network under Generative Adversarial Network framework (RRG-GAN) to generate a clear image from the aberrations-degraded blurry image. The RRG-GAN network includes dual attention module, selective kernel network module, and residual resizing module to make it more suitable for the non-uniform deblurring task. To validate the evaluation algorithm, we collect sharp/aberration-degraded datasets by CODE V simulation. To test the practical application performance, we built a display-capture lab setup and reconstruct a manual registering dataset. Relevant experimental comparisons and actual tests verify the effectiveness of our proposed method. 2021 by the authors. Licensee MDPI, Basel, Switzerland. |
DOI | 10.3390/s21103317 |
URL | 查看原文 |
收录类别 | SCI ; EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/65607 |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | X. Wu,J. Li,G. Zhou,et al. Rrg-gan restoring network for simple lens imaging system[J]. Sensors,2021,21(10). |
APA | X. Wu,J. Li,G. Zhou,B. Lu,&Q. Li and H. Yang.(2021).Rrg-gan restoring network for simple lens imaging system.Sensors,21(10). |
MLA | X. Wu,et al."Rrg-gan restoring network for simple lens imaging system".Sensors 21.10(2021). |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Rrg-gan restoring ne(5557KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[X. Wu]的文章 |
[J. Li]的文章 |
[G. Zhou]的文章 |
百度学术 |
百度学术中相似的文章 |
[X. Wu]的文章 |
[J. Li]的文章 |
[G. Zhou]的文章 |
必应学术 |
必应学术中相似的文章 |
[X. Wu]的文章 |
[J. Li]的文章 |
[G. Zhou]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论