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. 2019 Jun 13;20:323. doi: 10.1186/s12859-019-2931-1

Table 3.

Results using YOLO models trained with different datasets (D1 is the original dataset, D2 is D1 augmented using flips; D3 is D1 augmented using blurring, gamma correction and equalisation; and D4 is the combination of D2 and D3) for the stomata dataset

Precision Recall F1-score TP FP FN IoU
D 1 0.97 0.61 0.75 591 21 374 0.75
D 2 0.97 0.88 0.92 852 26 113 0.81
D 3 0.95 1.00 0.97 961 52 4 0.79
D 4 0.99 0.90 0.94 869 12 96 0.83