Gradient-Aware Directional Convolution With Kolmogorov Arnold Network-Enhanced Feature Fusion for Road Extraction

Automatic road extraction from high-resolution remote sensing images is essential for urban and rural development, as well as traffic management and environmental preservation, enabling informed decisions for sustainable planning. In remote sensing images, roads are densely packed and occupy only a...

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Bibliographic Details

Published in:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Main Authors:	Jayakumar T V, Deepak Mishra, Anandakumar M Ramiya, Jai Singla G
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Kolmogorov Arnold neworks road extraction semantic segmentation UNet
Online Access:	https://ieeexplore.ieee.org/document/11146765/