PAPS: Progressive Attention-Based Pan-sharpening
文献类型：期刊论文
| 作者 | Yanan Jia; Qiming Hu; Renwei Dian; Jiayi Ma; Xiaojie Guo |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2024 |
| 卷号 | 11期号:2页码:391-404 |
| ISSN号 | 2329-9266 |
| 关键词 | High-resolution multispectral image image fusion pan-sharpening progressive enhancement |
| DOI | 10.1109/JAS.2023.123987 |
| 英文摘要 | Pan-sharpening aims to seek high-resolution multispectral (HRMS) images from paired multispectral images of low resolution (LRMS) and panchromatic (PAN) images, the key to which is how to maximally integrate spatial and spectral information from PAN and LRMS images. Following the principle of gradual advance, this paper designs a novel network that contains two main logical functions, i.e., detail enhancement and progressive fusion, to solve the problem. More specifically, the detail enhancement module attempts to produce enhanced MS results with the same spatial sizes as corresponding PAN images, which are of higher quality than directly up-sampling LRMS images. Having a better MS base (enhanced MS) and its PAN, we progressively extract information from the PAN and enhanced MS images, expecting to capture pivotal and complementary information of the two modalities for the purpose of constructing the desired HRMS. Extensive experiments together with ablation studies on widely-used datasets are provided to verify the efficacy of our design, and demonstrate its superiority over other state-of-the-art methods both quantitatively and qualitatively. Our code has been released at https://github.com/JiaYN1/PAPS. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/54550]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Yanan Jia,Qiming Hu,Renwei Dian,et al. PAPS: Progressive Attention-Based Pan-sharpening[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(2):391-404. |
| APA | Yanan Jia,Qiming Hu,Renwei Dian,Jiayi Ma,&Xiaojie Guo.(2024).PAPS: Progressive Attention-Based Pan-sharpening.IEEE/CAA Journal of Automatica Sinica,11(2),391-404. |
| MLA | Yanan Jia,et al."PAPS: Progressive Attention-Based Pan-sharpening".IEEE/CAA Journal of Automatica Sinica 11.2(2024):391-404. |
入库方式： OAI收割
来源：自动化研究所
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