Lightweight Deep Learning Model, ConvNeXt-U: An Improved U-Net Network for Extracting Cropland in Complex Landscapes from Gaofen-2 Images

Lightweight Deep Learning Model, ConvNeXt-U: An Improved U-Net Network for Extracting Cropland in Complex Landscapes from Gaofen-2 Images

Extracting fragmented cropland is essential for effective cropland management and sustainable agricultural development. However, extracting fragmented cropland presents significant challenges due to its irregular and blurred boundaries, as well as the diversity in crop types and distribution. Deep l...

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Bibliographic Details
Main Authors: Shukuan Liu, Shi Cao, Xia Lu, Jiqing Peng, Lina Ping, Xiang Fan, Feiyu Teng, Xiangnan Liu
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
fragmented cropland extraction
ConvNeXt-U
lightweight model
GF-2
remote sensing
Online Access:https://www.mdpi.com/1424-8220/25/1/261
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