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 Goals Color Wheel
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

Citation Index includes data from a number of different sources. If you have questions about the sources of data in the Citation Index or need a set of data which is free to re-distribute, please contact us.

Certain data included herein are derived from the Web of Science© and InCites© (2025) of Clarivate Analytics. All rights reserved. You may not copy or re-distribute this material in whole or in part without the prior written consent of Clarivate Analytics.