Multigranularity Decoupling Network With Pseudolabel Selection for Remote Sensing Image Scene Classification

• Published in: IEEE transactions on geoscience and remote sensing Vol. 61; pp. 1 - 13
• Main Authors: Miao, Wang, Geng, Jie, Jiang, Wen
• Format: Journal Article
• Language: English
• Published: New York IEEE 2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Classification; Data models; Datasets; Decoupling; Feature extraction; Image classification; Imbalanced learning (IL); Remote sensing; remote sensing image; scene classification; Semisupervised learning; semisupervised learning (SSL); Tail; Task analysis; Training

The existing deep networks have shown excellent performance in remote sensing scene classification (RSSC), which generally requires a large amount of class-balanced training samples. However, deep networks will result in underfitting with imbalanced training samples since they can easily bias toward...