Hyperspectral Image Classification with Feature-Oriented Adversarial Active Learning

• Published in: Remote sensing (Basel, Switzerland) Vol. 12; no. 23; p. 3879
• Main Authors: Wang, Guangxing, Ren, Peng
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.12.2020
• Subjects: Active learning; Algorithms; artificial intelligence; bias; Classification; Classifiers; Deep learning; generative adversarial networks; Heuristic; hyperspectral image classification; hyperspectral imagery; Hyperspectral imaging; Image acquisition; Image classification; Labeling; learning; Machine learning; Problem solving; Remote sensing; sampling; variability; yields

Deep learning classifiers exhibit remarkable performance for hyperspectral image classification given sufficient labeled samples but show deficiency in the situation of learning with limited labeled samples. Active learning endows deep learning classifiers with the ability to alleviate this deficien...