Changchun Institute of Optics,Fine Mechanics and Physics,CAS
A Multiscale Cross Interaction Attention Network for Hyperspectral Image Classification | |
D. Liu; Y. Wang; P. Liu; Q. Li; H. Yang; D. Chen; Z. Liu and G. Han | |
2023 | |
发表期刊 | Remote Sensing
![]() |
ISSN | 20724292 |
卷号 | 15期号:2 |
摘要 | Convolutional neural networks (CNNs) have demonstrated impressive performance and have been broadly applied in hyperspectral image (HSI) classification. However, two challenging problems still exist: the first challenge is that redundant information is averse to feature learning, which damages the classification performance; the second challenge is that most of the existing classification methods only focus on single-scale feature extraction, resulting in underutilization of information. To resolve the two preceding issues, this article proposes a multiscale cross interaction attention network (MCIANet) for HSI classification. First, an interaction attention module (IAM) is designed to highlight the distinguishability of HSI and dispel redundant information. Then, a multiscale cross feature extraction module (MCFEM) is constructed to detect spectral–spatial features at different scales, convolutional layers, and branches, which can increase the diversity of spectral–spatial features. Finally, we introduce global average pooling to compress multiscale spectral–spatial features and utilize two fully connection layers, two dropout layers to obtain the output classification results. Massive experiments on three benchmark datasets demonstrate the superiority of our presented method compared with the state-of-the-art methods. © 2023 by the authors. |
DOI | 10.3390/rs15020428 |
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/181722/67686 |
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 | D. Liu,Y. Wang,P. Liu,et al. A Multiscale Cross Interaction Attention Network for Hyperspectral Image Classification[J]. Remote Sensing,2023,15(2). |
APA | D. Liu.,Y. Wang.,P. Liu.,Q. Li.,H. Yang.,...&Z. Liu and G. Han.(2023).A Multiscale Cross Interaction Attention Network for Hyperspectral Image Classification.Remote Sensing,15(2). |
MLA | D. Liu,et al."A Multiscale Cross Interaction Attention Network for Hyperspectral Image Classification".Remote Sensing 15.2(2023). |
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 | ||
A Multiscale Cross I(19158KB) | 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 |
[D. Liu]的文章 |
[Y. Wang]的文章 |
[P. Liu]的文章 |
百度学术 |
百度学术中相似的文章 |
[D. Liu]的文章 |
[Y. Wang]的文章 |
[P. Liu]的文章 |
必应学术 |
必应学术中相似的文章 |
[D. Liu]的文章 |
[Y. Wang]的文章 |
[P. Liu]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