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. 2021 May 5;17:50. doi: 10.1186/s13007-021-00749-y

Table 8.

The quantitation of evaluation metrics of the model retrained by the small dataset of 256 × 256 px with synthetic barley weights

Dataset Small dataset in the image size of 256 × 256
Pre-trained model Pre-trained barley weights [40]
Backbone layer ResNet50-FPN ResNet101-FPN
Test dataset Synthetic Real-world Synthetic Real-world
256 512 1024 256 512 1024
Recall50 0.30 0.05 0.10 0.02 0.99 1.0 0.88 1.0
AP50 0.33 0.05 0.12 0.01 0.99 1.0 0.93 1.0
AP75 0.32 0.04 0.06 0.00 0.99 1.0 0.93 0.99
AP@[0.5:0.95] 0.24 0.03 0.07 0.00 0.90 0.83 0.77 0.72
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