CV-CPKAN: Complex-Valued Convolutional Kolmogorov–Arnold Framework for PolSAR Image Classification

Deep learning has significantly advanced PolSAR image processing, with a growing trend of integrating mathematical theories into deep neural networks to enhance their capabilities with regard to complex data. Kolmogorov–Arnold networks (KANs), which leverage nonlinear mappings derived from the Kolmo...

Ausführliche Beschreibung

Bibliografische Detailangaben

Hauptverfasser:	Zuzheng Kuang, Shuxin Liu, Haixia Bi, Lijun He, Fan Li
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	MDPI AG 2026-01-01
Schriftenreihe:	Remote Sensing
Schlagworte:	PolSAR image classification complex-valued deep neural network (CV-DNN) Kolmogorov–Arnold convolution layers convolutional Kolmogorov–Arnold network (convolutional KAN)
Online-Zugang:	https://www.mdpi.com/2072-4292/18/2/330
Tags:	Tag hinzufügen Keine Tags, Fügen Sie das erste Tag hinzu!