A Survey on Deep Learning for Few-Shot PolSAR Image Classification

A Survey on Deep Learning for Few-Shot PolSAR Image Classification

Few-shot classification of polarimetric synthetic aperture radar (PolSAR) images is a challenging task due to the scarcity of labeled data and the complex scattering properties of PolSAR data. Traditional deep learning models often suffer from overfitting and catastrophic forgetting in such settings...

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Bibliographic Details
Main Authors: Ningwei Wang, Weiqiang Jin, Haixia Bi, Chen Xu, Jinghuai Gao
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Remote Sensing
Subjects:
polarimetric SAR
image classification
deep learning
few-shot learning
survey
Online Access:https://www.mdpi.com/2072-4292/16/24/4632
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