TABLE 4.
Performance comparison of different deep learning models on the A. thaliana, C. elegans, and D. melanogaster datasets.
| Model | ACC (%) | F-value (%) | Recall (%) | PRE (%) | MCC |
| A. thaliana | |||||
| CNN | 83.6 | 83.7 | 84.2 | 83.3 | 0.673 |
| RNN | 85.0 | 85.1 | 86.6 | 83.7 | 0.701 |
| CNN-RNN | 83.9 | 84.3 | 86.1 | 83.9 | 0.678 |
| C. elegans | |||||
| CNN | 89.1 | 89.3 | 90.8 | 87.8 | 0.782 |
| RNN | 89.3 | 89.7 | 93.1 | 86.5 | 0.788 |
| CNN-RNN | 89.0 | 89.4 | 92.3 | 86.5 | 0.783 |
| D. melanogaster | |||||
| CNN | 86.0 | 86.1 | 87.2 | 85.1 | 0.720 |
| RNN | 85.9 | 85.8 | 87.1 | 84.8 | 0.720 |
| CNN-RNN | 86.8 | 87.0 | 88.7 | 85.3 | 0.736 |
The bold values highlight the best methods of the species (i.e., A. thaliana, C. elegans, and D. melanogaster).