Rolling Shutter Camera: Modeling, Optimization and Learning
文献类型：期刊论文
| 作者 | Bin Fan ; Yuchao Dai; Mingyi He
|
| 刊名 | Machine Intelligence Research
 |
| 出版日期 | 2023 |
| 卷号 | 20期号:6页码:783-798 |
| 关键词 | Rolling shutter, motion modeling, image correction, temporal super-resolution, deep learning |
| ISSN号 | 2731-538X |
| DOI | 10.1007/s11633-022-1399-z |
| 英文摘要 | Most modern consumer-grade cameras are often equipped with a rolling shutter mechanism, which is becoming increasingly important in computer vision, robotics and autonomous driving applications. However, its temporal-dynamic imaging nature leads to the rolling shutter effect that manifests as geometric distortion. Over the years, researchers have made significant progress in developing tractable rolling shutter models, optimization methods, and learning approaches, aiming to remove geometry distortion and improve visual quality. In this survey, we review the recent advances in rolling shutter cameras from two aspects of motion modeling and deep learning. To the best of our knowledge, this is the first comprehensive survey of rolling shutter cameras. In the part of rolling shutter motion modeling and optimization, the principles of various rolling shutter motion models are elaborated and their typical applications are summarized. Then, the applications of deep learning in rolling shutter based image processing are presented. Finally, we conclude this survey with discussions on future research directions. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/56010]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | School of Electronics and Information, Northwestern Polytechnical University, Xi′an 710129, China |
| 推荐引用方式 GB/T 7714 | Bin Fan,Yuchao Dai,Mingyi He. Rolling Shutter Camera: Modeling, Optimization and Learning[J]. Machine Intelligence Research,2023,20(6):783-798. |
| APA | Bin Fan,Yuchao Dai,&Mingyi He.(2023).Rolling Shutter Camera: Modeling, Optimization and Learning.Machine Intelligence Research,20(6),783-798. |
| MLA | Bin Fan,et al."Rolling Shutter Camera: Modeling, Optimization and Learning".Machine Intelligence Research 20.6(2023):783-798. |
入库方式： OAI收割
来源：自动化研究所
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