A Novel Dual-Modal Deep Learning Network for Soil Salinization Mapping in the Keriya Oasis Using GF-3 and Sentinel-2 Imagery

A Novel Dual-Modal Deep Learning Network for Soil Salinization Mapping in the Keriya Oasis Using GF-3 and Sentinel-2 Imagery

Soil salinization poses a significant threat to agricultural productivity, food security, and ecological sustainability in arid and semi-arid regions. Effectively and timely mapping of different degrees of salinized soils is essential for sustainable land management and ecological restoration. Altho...

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Bibliographic Details
Main Authors: Ilyas Nurmemet, Yang Xiang, Aihepa Aihaiti, Yu Qin, Yilizhati Aili, Hengrui Tang, Ling Li
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Agriculture
Subjects:
soil salinization mapping
GF-3
polarimetric decomposition
deep learning
self-attention
CBAM
Online Access:https://www.mdpi.com/2077-0472/15/13/1376
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