Table 5.
Eleven classification results of Multimodal networks.
| Disease category |
Natural Background Dataset | Mixed Background Dataset | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MobileNet V2+TextCNN | ShuffleNet V2+TextCNN | MobileNet V2+TextCNN | ShuffleNet V2+TextCNN | |||||||||
| Precision (%) |
Recall (%) |
F1 (%) |
Precision (%) |
Recall (%) |
F1 (%) |
Precision (%) |
Recall (%) |
F1 (%) |
Precision (%) |
Recall (%) |
F1 (%) |
|
| CK | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| CGR | 0.96 | 0.96 | 0.96 | 1.00 | 0.96 | 0.98 | 0.98 | 0.92 | 0.95 | 1.00 | 0.96 | 0.98 |
| CCA | 1.00 | 1.00 | 1.00 | 0.98 | 0.96 | 0.97 | 0.90 | 0.92 | 0.91 | 0.94 | 0.96 | 0.95 |
| CAN | 0.98 | 0.98 | 0.98 | 1.00 | 1.00 | 1.00 | 0.98 | 0.85 | 0.91 | 0.98 | 0.94 | 0.96 |
| CSC | 1.00 | 0.96 | 0.98 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 |
| CGS | 0.94 | 0.98 | 0.96 | 0.96 | 0.98 | 0.97 | 0.85 | 0.96 | 0.90 | 0.88 | 0.96 | 0.92 |
| CME | 0.96 | 0.96 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.94 | 0.97 |
| CSM | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| CND | 1.00 | 0.94 | 0.97 | 0.96 | 1.00 | 0.98 | 0.93 | 0.98 | 0.95 | 0.96 | 1.00 | 0.98 |
| CMD | 0.94 | 1.00 | 0.97 | 0.98 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| CID | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Avg. | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 0.96 | 0.96 | 0.98 | 0.98 | 0.98 |