A Lightweight 1-D Convolution Augmented Transformer with Metric Learning for Hyperspectral Image Classification

• Published in: Sensors (Basel, Switzerland) Vol. 21; no. 5; p. 1751
• Main Authors: Hu, Xiang, Yang, Wenjing, Wen, Hao, Liu, Yu, Peng, Yuanxi
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI 03.03.2021; MDPI AG
• Subjects: 1-D convolution; deep learning; hyperspectral image classification; metric learning; remote sensing; transformer; transformer; deep learning; remote sensing; metric learning; hyperspectral image classification; 1-D convolution

Hyperspectral image (HSI) classification is the subject of intense research in remote sensing. The tremendous success of deep learning in computer vision has recently sparked the interest in applying deep learning in hyperspectral image classification. However, most deep learning methods for hypersp...