Multiple Band Prioritization Criteria-Based Band Selection for Hyperspectral Imagery

• Published in: Remote sensing (Basel, Switzerland) Vol. 14; no. 22; p. 5679
• Main Authors: Sun, Xudong, Shen, Xin, Pang, Huijuan, Fu, Xianping
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.11.2022
• Subjects: band prioritization; band selection; Clustering; Datasets; Decision making; Deep learning; Discriminant analysis; Graphs; hyperspectral image; Hyperspectral imaging; Methods; multiple criteria-based band selection (MCBS); Multiple criterion; Performance evaluation; Principal components analysis; Redundancy; Remote sensing; subspace partition

Band selection (BS) is an effective pre-processing way to reduce the redundancy of hyperspectral data. Specifically, the band prioritization (BP) criterion plays an essential role since it can judge the importance of bands from a particular perspective. However, most of the existing methods select b...