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Table 5 The quantitation of evaluation metrics of the model retrained by the large dataset of 256 × 256 px with COCO weights

From: High-throughput soybean seeds phenotyping with convolutional neural networks and transfer learning

Dataset Large dataset in the image size of 256 × 256
Pre-trained model Pre-trained COCO weights [35]
Backbone layer ResNet50-FPN ResNet101-FPN
Test dataset Synthetic Real-world Synthetic Real-world
256 512 1024 256 512 1024
Recall50 0.99 0.99 0.97 0.86 0.99 1.0 0.97 1.0
AP50 0.99 0.99 0.98 0.83 0.99 1.0 0.98 1.0
AP75 0.99 0.93 0.95 0.64 0.99 1.0 0.98 0.98
AP@[0.5:0.95] 0.78 0.68 0.65 0.50 0.90 0.85 0.82 0.72