Background Understanding genotype-environment interactions of plants is crucial for crop improvement, yet limited by the scarcity of quality phenotyping data. This data note presents the Field Phenotyping Platform 1.0 data set, a comprehensive resource for winter wheat research that combines imaging, trait, environmental, and genetic data. Findings We provide time series data for more than 4,000 wheat plots, including aligned high-resolution image sequences totaling more than 153,000 aligned images across six years. Measurement data for eight key wheat traits is included, namely canopy cover values, plant heights, wheat head counts, senescence ratings, heading date, final plant height, grain yield, and protein content. Genetic marker information and environmental data complement the time series. Data quality is demonstrated through heritability analyses and genomic prediction models, achieving accuracies aligned with previous research. Conclusions This extensive data set offers opportunities for advancing crop modeling and phenotyping techniques, enabling researchers to develop novel approaches for understanding genotype-environment interactions, analyzing growth dynamics, and predicting crop performance. By making this resource publicly available, we aim to accelerate research in climate-adaptive agriculture and foster collaboration between plant science and machine learning communities.
The FIP 1.0 Data Set: Highly resolved annotated image time series of 4,000 wheat plots grown in 6 years
Lukas Roth,Mike Boss,N. Kirchgessner,Helge Aasen,Brenda Patricia Aguirre-Cuellar,Price Pius Atuah Akiina,Jonas Anderegg,Joaquin Gajardo Castillo,Xiaoran Chen,S. Corrado,Krzysztof Cybulski,Beat Keller,Stefan Göbel Kortstee,Lukas Kronenberg,F. Liebisch,Paraskevi Nousi,Corina Oppliger,Gregor Perich,Johannes Pfeifer,Kang-ke Yu,Nicola Storni,Flavian Tschurr,Simon Treier,Michele Volpi,Hansueli Zellweger,Olivia Zumsteg,A. Hund,Achim Walter
Published 2025 in bioRxiv
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- Publication year
2025
- Venue
bioRxiv
- Publication date
2025-01-06
- Fields of study
Agricultural and Food Sciences, Medicine, Biology, Environmental Science
- Identifiers
- External record
- Source metadata
Semantic Scholar, PubMed
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