Lightweight Tensorized Neural Networks for Hyperspectral Image Classification

• Published in: IEEE transactions on geoscience and remote sensing Vol. 60; p. 1
• Main Authors: Ma, Tian-Yu, Li, Heng-Chao, Wang, Rui, Du, Qian, Jia, Xiuping, Plaza, Antonio
• Format: Journal Article
• Language: English
• Published: New York IEEE 2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Classification; Complexity; convolutional neural networks (CNNs); Deep learning; Hyperspectral images (HSIs); Hyperspectral imaging; Image classification; Lightweight; Machine learning; network compression; Neural networks; tensor decomposition; Tensors; Training

Deep learning methods have demonstrated excellent performance in hyperspectral image (HSI) classification. However, these methods mainly focus on improving the classification accuracy while ignoring their high complexity. By considering that the data formats of both HSIs and network weights can be r...