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. 2020 Jul 30;16:103. doi: 10.1186/s13007-020-00647-9

Table 3.

The average performance of models with different evaluation metrics on images with soil background

Model Accuracy Error Sensitivity Specificity Precision False positive rate
Multi-class CNN 0.63 ± 0.20 0.37 ± 0.20 0.63 ± 0.2 0.94 ± 0.05 0.88 ± 0.1 0.06 ± 0.05
2-class CNN’s 0.72 ± 0.25 0.28 ± 0.26 0.72 ± 0.24 0.95 ± 0.06 0.90 ± 0.11 0.08 ± 0.05
CNN-LSTM 0.83 ± 0.10 0.15 ± 0.10 0.82 ± 0.10 0.93 ± 0.06 0.85 ± 0.10 0.06 ± 0.06
ConvLSTM 0.62 ± 0.2 0.33 ± 0.2 0.68 ± 0.2 0.93 ± 0.07 0.84 ± 0.1 0.06 ± 0.06