Ensemble based deep networks for image super-resolution
文献类型：期刊论文
| 作者 | Wang, Lingfeng ; Huang, Zehao; Gong, Yongchao; Pan, Chunhong
|
| 刊名 | PATTERN RECOGNITION
 |
| 出版日期 | 2017-08-01 |
| 卷号 | 68期号:null页码:191-198 |
| 关键词 | Super-resolution Ensemble Sparse Prior Deep Networks |
| DOI | 10.1016/j.patcog.2017.02.027 |
| 文献子类 | Article |
| 英文摘要 | There have been significant advances in deep learning based single-image super-resolution (SISR) recently. With the advantage of deep neural networks, deep learning based methods can learn the mapping from low-resolution (LR) space to high-resolution (HR) space in an end-to-end manner. However, most of them only use a single model to generate HR result. This brings two drawbacks: (1) the risk of getting stuck in local optima and (2) the limited representational ability of single model when handling various input LR images. To overcome these problems, we novelly suggest a general way through introducing the idea of ensemble into SR task. Furthermore, instead of simple averaging, we propose a back-projection method to determine the weights of different models adaptively. In this paper, we focus on sparse coding network and propose ensemble based sparse coding network (ESCN). Through the combination of multiple models, our ESCN can generate more robust reconstructed results and achieve state-of-the-art performance. (C) 2017 Elsevier Ltd. All rights reserved. |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000401381100014 |
| 资助机构 | National Natural Science Foundation of China(61403376 ; 91646207 ; 61370039) |
| 源URL | [http://ir.ia.ac.cn/handle/173211/14495]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_遥感图像处理团队 |
| 通讯作者 | Wang, Lingfeng |
| 作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Lingfeng,Huang, Zehao,Gong, Yongchao,et al. Ensemble based deep networks for image super-resolution[J]. PATTERN RECOGNITION,2017,68(null):191-198. |
| APA | Wang, Lingfeng,Huang, Zehao,Gong, Yongchao,&Pan, Chunhong.(2017).Ensemble based deep networks for image super-resolution.PATTERN RECOGNITION,68(null),191-198. |
| MLA | Wang, Lingfeng,et al."Ensemble based deep networks for image super-resolution".PATTERN RECOGNITION 68.null(2017):191-198. |
入库方式： OAI收割
来源：自动化研究所
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