Datasets:
Soybean Pest Resistance Orthomosaic Dataset
Dataset Summary
This dataset supports UAV-based soybean genotype performance analysis under contrasting pest management conditions (Controlled and NoControl). It contains orthomosaic-derived plot-level imagery for multi-temporal phenotyping across six time points.
Data Sources and Preprocessing
Raw UAV RGB imagery was processed externally using WebODM to generate georeferenced orthomosaics. Plot boundaries were delineated in QGIS with RTK/GCP support. This repository provides processed assets for reproducible analysis.
Dataset Structure
- orthomosaic/
- control/
- nocontrol/
Experimental Design
- 2 field conditions: Controlled(insecticide) and NoControl(insecticide)
- 30 soybean genotypes
- 3 replicate blocks per condition
- 6 UAV time points(orthomosaics)
Intended Use
This dataset is intended for:
- crop phenotyping research
- soybean breeding analytics
- cross-condition canopy similarity analysis
- reproducible benchmark experiments with VI and DINOv3 features
Limitations
- Orthomosaic generation and manual plot delineation were conducted externally.
- Environmental and management conditions are specific to one season and location.
Code Availability
Analysis code is publicly available at: https://github.com/jianglong26/soybean-insect-resistance
Paper Status
Associated manuscript: under review at Nature Food. Citation details will be updated after publication.
License
Creative Commons Attribution 4.0 International (CC BY 4.0)
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