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Imaging · dataset · 2024

FIP 1.0 data

Listed in ETH Zürich Research Collection

Description

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 dataset, 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 148,000 images across six years.

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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 dataset 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 computer vision communities.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Crop and pasture production 75% · Image 75% · Imaging 75%
Provenance · 1 source records, 21 field assertions
SourceKeyLast seenRaw
ETH Zürich Research Collectionoai:www.research-collection.ethz.ch:20.500.11850/69777312 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].local:field:computer-science-aimapping · research collection ethz chconnector:research_collection_ethz_ch@1.0.0
concepts[field].local:field:earth-environmentalmapping · research collection ethz chconnector:research_collection_ethz_ch@1.0.0
concepts[field].local:field:economics-financemapping · research collection ethz chconnector:research_collection_ethz_ch@1.0.0
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concepts[modality].local:modality:imageenrichment · research collection ethz chkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:imagingenrichment · research collection ethz chkeyword-concept-rules@1.0.0title+description (75%)
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