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Semi-Supervised Classification Based on SAGA for PolSAR Images

2017
Polarimetric Synthetic Aperture Radar (PolSAR) has been meeting the requirements in acquiring images for all-day, free of light, weather and other reasons, so it is widely applied in military and civilian life. PolSAR images contain abundant information.
Hongying Liu 0001   +4 more
openaire   +1 more source

PolSAR image classification based on deorientation theory

Proceedings of 2011 IEEE CIE International Conference on Radar, 2011
The randomly distributed target orientation causes confusion in classification of the polarimetric scattering target. In this paper, we proposed an unsupervised classification method to the fully polarimetric SAR (PolSAR) image to solve this problem.
null Guo Rui   +3 more
openaire   +1 more source

PolSAR-SSN: An End-to-End Superpixel Sampling Network for PolSAR Image Classification

IEEE Geoscience and Remote Sensing Letters, 2022
Lei Wang   +5 more
openaire   +1 more source

Active Learning for PolSAR image classification

2013
One of the biggest problems, when supervised learning techniques are used, for training classifier, is the necessity of a big amount of labelled samples, including the problems and costs of carry out the labelling of the prototypes needed. SAR images are difficult to label due to the speckle noise, which increases the normal effort needed for labelling
openaire   +1 more source

Semisupervised Classification With Adaptive Anchor Graph for PolSAR Images

IEEE Geoscience and Remote Sensing Letters, 2022
Xianyuan Wang, Zongjie Cao, Yiming Pi
openaire   +1 more source

Polsar Image Classification with Transformer

IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium
Yunpeng Zhang   +6 more
openaire   +1 more source

Spatial feature-based convolutional neural network for PolSAR image classification

Applied Soft Computing Journal, 2022
Ronghua Shang   +2 more
exaly  

Multiobjective evolutionary algorithm assisted stacked autoencoder for PolSAR image classification

Swarm and Evolutionary Computation, 2021
Yanqiao Chen   +2 more
exaly  

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