Pyramidal Dilation Attention Convolutional Network With Active and Self-Paced Learning for Hyperspectral Image Classification

• Published in: IEEE journal of selected topics in applied earth observations and remote sensing Vol. 16; pp. 1503 - 1518
• Main Authors: Hou, Wenhui, Chen, Na, Peng, Jiangtao, Sun, Weiwei, Du, Qian
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Active learning (AL); Artificial neural networks; Classification; Convolution; Convolutional neural networks; Deep learning; deep learning (DL); Dilation; Feature extraction; Field investigations; hyperspectral image (HSI) classification; Hyperspectral imaging; Image classification; Labeling; Labels; Machine learning; Methods; Neural networks; self-paced learning (SPL); Support vector machines; Training

In recent years, deep neural networks have been widely used for hyperspectral image (HSI) classification and have shown excellent performance using numerous labeled samples. The acquisition of HSI labels is usually based on the field investigation, which is expensive and time consuming. Hence, the a...