Reproducibility
- Download the annotated cucumber dataset from the associated Zenodo repository (https://doi.org/10.5281/zenodo.16816441).
- Execute the dataset preparation and split-generation sections to reproduce the fixed 15% holdout test set and the three training-validation folds.
- Use the frozen final recipe and the random seeds 42, 123, 2024, 3407, and 777 to train the six detector configurations.
- Evaluate each selected best.pt checkpoint on the fixed holdout test set.
- Execute the statistical analysis section to reproduce the aggregated metrics, bootstrap intervals, paired permutation and Wilcoxon tests, Holm-adjusted p-values, class-wise results, and accuracy–efficiency analysis.