Isabella Rose Hinks

College of Natural Resources

Works (1)

Updated: April 5th, 2024 15:44

2022 journal article

Using Deep Learning and Very-High-Resolution Imagery to Map Smallholder Field Boundaries

REMOTE SENSING, 14(13).

By: W. Mei*, H. Wang *, D. Fouhey *, W. Zhou *, I. Hinks n, J. Gray n , D. Van Berkel *, M. Jain *

author keywords: field boundary delineation; Mask R-CNN; WorldView-3; smallholder farms; India
TL;DR: This work used very-high-resolution WorldView-3 satellite imagery and a mask region-based convolutional neural network (Mask R-CNN) to delineate smallholder field boundaries in Northeast India and found that the model performed equally well when applied to another site in India for which no data was used in the calibration step, suggesting that Mask R- CNN may be a generalizable way to map field boundaries at scale. (via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger (OpenAlex)
13. Climate Action (Web of Science)
15. Life on Land (Web of Science)
Sources: Web Of Science, NC State University Libraries
Added: July 26, 2022

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