Knowledge Transfer-Based Multiple Data Sets Collaborative Analysis for Hyperspectral Band Selection

Jiao Shi, Xi Zhang, Zeping Zhang, Xiaoyang Li, Deyun Zhou, Yu Lei

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The paper presents a knowledge transfer based collaborative analysis method for hyperspectral band selection. This collaborative analysis method establishes different band selection tasks for multiple data sets, cooperatively analyzes the shared spectral spatial structure between hyperspectral data sets, so as to improve the performance of band selection tasks for each data set. The transfer probability is adjusted dynamically to realize spectral knowledge transfer effectively and improve the cooperation ability of collaborative analysis. Experiments indicate that the proposed collaborative analysis method works more efficiently than the comparison methods.

源语言英语
主期刊名Proceedings of 2021 7th IEEE International Conference on Cloud Computing and Intelligence Systems, CCIS 2021
编辑Deyi Li, Mengqi Zhou, Weining Wang, Yaru Zou, Meng Luo, Qian Zhang
出版商Institute of Electrical and Electronics Engineers Inc.
94-98
页数5
ISBN(电子版)9781665441490
DOI
出版状态已出版 - 2021
活动7th IEEE International Conference on Cloud Computing and Intelligence Systems, CCIS 2021 - Xi'an, 中国
期限: 7 11月 20218 11月 2021

出版系列

姓名Proceedings of 2021 7th IEEE International Conference on Cloud Computing and Intelligence Systems, CCIS 2021

会议

会议7th IEEE International Conference on Cloud Computing and Intelligence Systems, CCIS 2021
国家/地区中国
Xi'an
时期7/11/218/11/21

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