From: Activity landscape image analysis using convolutional neural networks
Collection | RF | SVM | CNN | Metric |
---|---|---|---|---|
1 | 0.57 ± 0.01 | 0.53 ± 0.01 | 0.71 ± 0.02 | Accuracy |
0.57 ± 0.01 | 0.54 ± 0.01 | 0.71 ± 0.02 | F1 | |
0.35 ± 0.01 | 0.30 ± 0.01 | 0.56 ± 0.03 | MCC | |
2 | 0.54 ± 0.01 | 0.53 ± 0.01 | 0.70 ± 0.03 | Accuracy |
0.55 ± 0.01 | 0.54 ± 0.01 | 0.70 ± 0.03 | F1 | |
0.32 ± 0.02 | 0.29 ± 0.02 | 0.55 ± 0.04 | MCC | |
3 | 0.55 ± 0.02 | 0.53 ± 0.01 | 0.70 ± 0.03 | Accuracy |
0.56 ± 0.01 | 0.54 ± 0.02 | 0.70 ± 0.03 | F1 | |
0.33 ± 0.02 | 0.30 ± 0.02 | 0.55 ± 0.04 | MCC | |
4 | 0.54 ± 0.02 | 0.57 ± 0.03 | 0.67 ± 0.03 | Accuracy |
0.54 ± 0.02 | 0.58 ± 0.04 | 0.67 ± 0.03 | F1 | |
0.31 ± 0.03 | 0.36 ± 0.05 | 0.51 ± 0.05 | MCC | |
5 | 0.55 ± 0.03 | 0.50 ± 0.01 | 0.68 ± 0.02 | Accuracy |
0.56 ± 0.03 | 0.51 ± 0.02 | 0.68 ± 0.02 | F1 | |
0.33 ± 0.04 | 0.25 ± 0.02 | 0.52 ± 0.03 | MCC | |
6 | 0.58 ± 0.01 | 0.53 ± 0.02 | 0.72 ± 0.03 | Accuracy |
0.58 ± 0.02 | 0.55 ± 0.02 | 0.72 ± 0.03 | F1 | |
0.37 ± 0.02 | 0.30 ± 0.03 | 0.59 ± 0.04 | MCC | |
7 | 0.69 ± 0.02 | 0.68 ± 0.01 | 0.74 ± 0.04 | Accuracy |
0.69 ± 0.02 | 0.68 ± 0.01 | 0.74 ± 0.04 | F1 | |
0.53 ± 0.03 | 0.52 ± 0.02 | 0.62 ± 0.06 | MCC |