Unlocking Large-Scale Crop Field Delineation in Smallholder Farming Systems with Transfer Learning and Weak Supervision

Unlocking Large-Scale Crop Field Delineation in Smallholder Farming Systems with Transfer Learning and Weak Supervision

Crop field boundaries aid in mapping crop types, predicting yields, and delivering field-scale analytics to farmers. Recent years have seen the successful application of deep learning to delineating field boundaries in industrial agricultural systems, but field boundary datasets remain missing in sm...

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Bibliographic Details
Main Authors: Sherrie Wang, François Waldner, David B. Lobell
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Remote Sensing
Subjects:
agriculture
field delineation
segmentation
deep learning
transfer learning
weak supervision
Online Access:https://www.mdpi.com/2072-4292/14/22/5738

Internet

https://www.mdpi.com/2072-4292/14/22/5738

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