Scalable Matching of Agricultural Field Polygons for Large-Scale Data Comparisons

Advances in deep learning and data harmonization led to a growing availability of large datasets of agricultural field polygons of different granularity and quality. Identifying correspondences between datasets covering the same geographic regions enables opportunities for ● Data Quality Assessment: validation of model outputs against reference● Data Fusion & Integration: combine complementary information● Temporal Change Analysis: monitoring of what has changed over time

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-09
DOI
https://doi.org/10.5281/zenodo.17304714
Primary Topic
Entrepreneurship Studies and Influences
Type
article
Field-Weighted Citation Impact
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article

Scalable Matching of Agricultural Field Polygons for Large-Scale Data Comparisons

Zenodo (CERN European Organization for Nuclear Research)
Entrepreneurship Studies and Influences
article

Scalable Matching of Agricultural Field Polygons for Large-Scale Data Comparisons

article en

Abstract

Advances in deep learning and data harmonization led to a growing availability of large datasets of agricultural field polygons of different granularity and quality. Identifying correspondences between datasets covering the same geographic regions enables opportunities for ● Data Quality Assessment: validation of model outputs against reference● Data Fusion & Integration: combine complementary information● Temporal Change Analysis: monitoring of what has changed over time

Zenodo (CERN European Organization for Nuclear Research)
University of Bonn (DE)
Zero hunger
Openalex Percentile: Top 36%
Entrepreneurship Studies and Influences
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Scalable Matching of Agricultural Field Polygons for Large-Scale Data Comparisons · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS